Author

Jasmine Cabrera

1 The Data

Our dataset(s) in this lab concerns baby names and their popularity over time. At this link, you can find the names for ALL 50 states, in separate datasets organized by first letter. For each year, and for each name with at least 50 recorded babies born, we are given the counts of how many babies had that name.

2 Is My Name Not Cool Anymore?

Let’s take a look at how the name “Allison” has changed over time. As my name begins with “A”, you should download the StateNames_A.csv dataset from the link above.

Code
library(tidyverse)
library(here)
library(DT)
library(gt)
library(kableExtra)

# Imports data
names <- read_csv(here("StateNames_A.csv"))

# Interactive Data Table
DT::datatable(names)

3 Summarizing & Visualizing the Number of Allisons

  1. Make a summary table of the number of babies named “Allison” for each state and the sex of the baby. Specifically, the table should have the following qualities:
  • each state should be its own row

  • and each sex should have its own column

  • if there were no babies born for that combination of state & sex there should be a 0 (not an NA)

The dataset has a column titled Gender, which contains two values "F" and "M", representing “Female” and “Male”. The sex someone was assigned at birth is different from their gender identity (definitions). Thus, this variable should be renamed to Sex or Sex at Birth.

  1. You should have seen in the table above that “Allison” is a name given overwhelmingly to babies assigned “female” at birth. So, create a new data set named allison_f which contains only the babies assigned Female at birth.

This should be the data set you use for the remainder of the assignment.

  1. Make a visualization showing how the popularity of the name “Allison” has changed over the years. To be clear, each year should have one observation–the total number of Allisons born that year.
Code
allison <- names |>
  filter(Name == "Allison") |>
  pivot_wider(names_from = "State",
              values_from = "Count",
              values_fill = 0) |>
  pivot_longer("AK":"WY",
               names_to = "State",
               values_to = "Count") |>
  select(State, Gender, Year, Count) |>
  rename("Sex" = "Gender") |>
  print()
# A tibble: 969 × 4
   State Sex    Year Count
   <chr> <chr> <dbl> <dbl>
 1 AK    F      1997    19
 2 AL    F      1997   121
 3 AR    F      1997    78
 4 AZ    F      1997    98
 5 CA    F      1997   565
 6 CO    F      1997   100
 7 CT    F      1997    82
 8 DC    F      1997    15
 9 DE    F      1997    19
10 FL    F      1997   253
# … with 959 more rows
Code
allison |>
  knitr::kable(format = "html",
               col.names = c("State",
                             "Sex",
                             "Year",
                             "Count"),
               caption = "Summary of Frequency and Sex of Allisons in Each State") |>
  kableExtra::kable_classic(html_font = "Arial") |>
  kableExtra::kable_styling(bootstrap_options = "striped")
Summary of Frequency and Sex of Allisons in Each State
State Sex Year Count
AK F 1997 19
AL F 1997 121
AR F 1997 78
AZ F 1997 98
CA F 1997 565
CO F 1997 100
CT F 1997 82
DC F 1997 15
DE F 1997 19
FL F 1997 253
GA F 1997 196
HI F 1997 6
IA F 1997 130
ID F 1997 19
IL F 1997 364
IN F 1997 239
KS F 1997 75
KY F 1997 130
LA F 1997 109
MA F 1997 190
MD F 1997 145
ME F 1997 37
MI F 1997 338
MN F 1997 191
MO F 1997 211
MS F 1997 61
MT F 1997 15
NC F 1997 216
ND F 1997 27
NE F 1997 62
NH F 1997 32
NJ F 1997 216
NM F 1997 27
NV F 1997 22
NY F 1997 412
OH F 1997 496
OK F 1997 90
OR F 1997 67
PA F 1997 343
RI F 1997 26
SC F 1997 78
SD F 1997 31
TN F 1997 201
TX F 1997 482
UT F 1997 72
VA F 1997 210
VT F 1997 13
WA F 1997 121
WI F 1997 163
WV F 1997 56
WY F 1997 5
AK F 1998 10
AL F 1998 148
AR F 1998 64
AZ F 1998 103
CA F 1998 638
CO F 1998 100
CT F 1998 102
DC F 1998 15
DE F 1998 12
FL F 1998 308
GA F 1998 215
HI F 1998 15
IA F 1998 127
ID F 1998 29
IL F 1998 452
IN F 1998 238
KS F 1998 109
KY F 1998 156
LA F 1998 98
MA F 1998 201
MD F 1998 168
ME F 1998 33
MI F 1998 339
MN F 1998 191
MO F 1998 256
MS F 1998 51
MT F 1998 22
NC F 1998 220
ND F 1998 30
NE F 1998 68
NH F 1998 38
NJ F 1998 223
NM F 1998 21
NV F 1998 33
NY F 1998 408
OH F 1998 477
OK F 1998 107
OR F 1998 84
PA F 1998 402
RI F 1998 25
SC F 1998 87
SD F 1998 33
TN F 1998 203
TX F 1998 497
UT F 1998 83
VA F 1998 227
VT F 1998 15
WA F 1998 122
WI F 1998 183
WV F 1998 67
WY F 1998 8
AK F 1999 13
AL F 1999 124
AR F 1999 67
AZ F 1999 96
CA F 1999 571
CO F 1999 106
CT F 1999 89
DC F 1999 8
DE F 1999 25
FL F 1999 224
GA F 1999 173
HI F 1999 12
IA F 1999 123
ID F 1999 29
IL F 1999 362
IN F 1999 241
KS F 1999 77
KY F 1999 137
LA F 1999 113
MA F 1999 174
MD F 1999 153
ME F 1999 30
MI F 1999 297
MN F 1999 186
MO F 1999 228
MS F 1999 56
MT F 1999 15
NC F 1999 199
ND F 1999 20
NE F 1999 56
NH F 1999 32
NJ F 1999 225
NM F 1999 17
NV F 1999 40
NY F 1999 335
OH F 1999 431
OK F 1999 98
OR F 1999 86
PA F 1999 324
RI F 1999 24
SC F 1999 72
SD F 1999 22
TN F 1999 157
TX F 1999 484
UT F 1999 76
VA F 1999 210
VT F 1999 12
WA F 1999 117
WI F 1999 193
WV F 1999 58
WY F 1999 6
AK F 2000 14
AL F 2000 91
AR F 2000 72
AZ F 2000 97
CA F 2000 538
CO F 2000 92
CT F 2000 81
DC F 2000 8
DE F 2000 12
FL F 2000 241
GA F 2000 209
HI F 2000 12
IA F 2000 109
ID F 2000 16
IL F 2000 295
IN F 2000 198
KS F 2000 81
KY F 2000 134
LA F 2000 64
MA F 2000 142
MD F 2000 121
ME F 2000 15
MI F 2000 291
MN F 2000 175
MO F 2000 199
MS F 2000 43
MT F 2000 16
NC F 2000 187
ND F 2000 22
NE F 2000 56
NH F 2000 19
NJ F 2000 177
NM F 2000 15
NV F 2000 29
NY F 2000 315
OH F 2000 398
OK F 2000 87
OR F 2000 55
PA F 2000 281
RI F 2000 21
SC F 2000 58
SD F 2000 27
TN F 2000 158
TX F 2000 447
UT F 2000 73
VA F 2000 176
VT F 2000 15
WA F 2000 116
WI F 2000 150
WV F 2000 56
WY F 2000 10
AK F 2001 9
AL F 2001 82
AR F 2001 82
AZ F 2001 98
CA F 2001 539
CO F 2001 72
CT F 2001 63
DC F 2001 13
DE F 2001 19
FL F 2001 220
GA F 2001 176
HI F 2001 11
IA F 2001 104
ID F 2001 20
IL F 2001 320
IN F 2001 198
KS F 2001 85
KY F 2001 129
LA F 2001 76
MA F 2001 179
MD F 2001 131
ME F 2001 22
MI F 2001 246
MN F 2001 154
MO F 2001 171
MS F 2001 54
MT F 2001 8
NC F 2001 177
ND F 2001 18
NE F 2001 44
NH F 2001 32
NJ F 2001 189
NM F 2001 21
NV F 2001 27
NY F 2001 322
OH F 2001 376
OK F 2001 81
OR F 2001 67
PA F 2001 283
RI F 2001 27
SC F 2001 66
SD F 2001 17
TN F 2001 139
TX F 2001 457
UT F 2001 61
VA F 2001 173
VT F 2001 9
WA F 2001 125
WI F 2001 159
WV F 2001 52
WY F 2001 6
AK F 2002 14
AL F 2002 83
AR F 2002 73
AZ F 2002 83
CA F 2002 554
CO F 2002 69
CT F 2002 71
DC F 2002 12
DE F 2002 18
FL F 2002 244
GA F 2002 147
HI F 2002 6
IA F 2002 80
ID F 2002 30
IL F 2002 334
IN F 2002 200
KS F 2002 105
KY F 2002 126
LA F 2002 65
MA F 2002 148
MD F 2002 129
ME F 2002 20
MI F 2002 269
MN F 2002 146
MO F 2002 153
MS F 2002 56
MT F 2002 11
NC F 2002 206
ND F 2002 20
NE F 2002 63
NH F 2002 34
NJ F 2002 174
NM F 2002 24
NV F 2002 38
NY F 2002 335
OH F 2002 372
OK F 2002 81
OR F 2002 81
PA F 2002 296
RI F 2002 26
SC F 2002 60
SD F 2002 33
TN F 2002 129
TX F 2002 440
UT F 2002 74
VA F 2002 152
VT F 2002 11
WA F 2002 111
WI F 2002 161
WV F 2002 62
WY F 2002 8
AK F 2003 14
AL F 2003 88
AR F 2003 61
AZ F 2003 80
CA F 2003 545
CO F 2003 95
CT F 2003 60
DC F 2003 19
DE F 2003 14
FL F 2003 235
GA F 2003 166
HI F 2003 9
IA F 2003 98
ID F 2003 22
IL F 2003 262
IN F 2003 182
KS F 2003 72
KY F 2003 123
LA F 2003 74
MA F 2003 147
MD F 2003 119
ME F 2003 20
MI F 2003 261
MN F 2003 142
MO F 2003 191
MS F 2003 41
MT F 2003 14
NC F 2003 166
ND F 2003 20
NE F 2003 50
NH F 2003 30
NJ F 2003 158
NM F 2003 13
NV F 2003 32
NY F 2003 311
OH F 2003 343
OK F 2003 75
OR F 2003 72
PA F 2003 261
RI F 2003 19
SC F 2003 53
SD F 2003 22
TN F 2003 122
TX F 2003 402
UT F 2003 55
VA F 2003 164
VT F 2003 7
WA F 2003 102
WI F 2003 154
WV F 2003 59
WY F 2003 6
AK F 2004 13
AL F 2004 68
AR F 2004 65
AZ F 2004 94
CA F 2004 591
CO F 2004 73
CT F 2004 72
DC F 2004 13
DE F 2004 18
FL F 2004 213
GA F 2004 169
HI F 2004 17
IA F 2004 101
ID F 2004 32
IL F 2004 307
IN F 2004 180
KS F 2004 80
KY F 2004 85
LA F 2004 65
MA F 2004 146
MD F 2004 110
ME F 2004 16
MI F 2004 253
MN F 2004 147
MO F 2004 155
MS F 2004 49
MT F 2004 7
NC F 2004 175
ND F 2004 11
NE F 2004 47
NH F 2004 21
NJ F 2004 177
NM F 2004 14
NV F 2004 24
NY F 2004 288
OH F 2004 307
OK F 2004 93
OR F 2004 66
PA F 2004 247
RI F 2004 14
SC F 2004 58
SD F 2004 26
TN F 2004 149
TX F 2004 465
UT F 2004 64
VA F 2004 187
VT F 2004 11
WA F 2004 95
WI F 2004 135
WV F 2004 50
WY F 2004 8
AK F 2005 10
AL F 2005 86
AR F 2005 71
AZ F 2005 91
CA F 2005 580
CO F 2005 87
CT F 2005 54
DC F 2005 18
DE F 2005 14
FL F 2005 228
GA F 2005 157
HI F 2005 6
IA F 2005 82
ID F 2005 33
IL F 2005 275
IN F 2005 183
KS F 2005 75
KY F 2005 104
LA F 2005 73
MA F 2005 129
MD F 2005 90
ME F 2005 14
MI F 2005 225
MN F 2005 109
MO F 2005 171
MS F 2005 46
MT F 2005 11
NC F 2005 156
ND F 2005 14
NE F 2005 50
NH F 2005 28
NJ F 2005 166
NM F 2005 15
NV F 2005 24
NY F 2005 278
OH F 2005 335
OK F 2005 74
OR F 2005 71
PA F 2005 242
RI F 2005 14
SC F 2005 74
SD F 2005 23
TN F 2005 124
TX F 2005 407
UT F 2005 60
VA F 2005 154
VT F 2005 7
WA F 2005 91
WI F 2005 148
WV F 2005 44
WY F 2005 10
AK F 2006 18
AL F 2006 68
AR F 2006 79
AZ F 2006 109
CA F 2006 581
CO F 2006 70
CT F 2006 54
DC F 2006 16
DE F 2006 14
FL F 2006 225
GA F 2006 164
HI F 2006 10
IA F 2006 91
ID F 2006 24
IL F 2006 263
IN F 2006 156
KS F 2006 66
KY F 2006 112
LA F 2006 49
MA F 2006 113
MD F 2006 116
ME F 2006 19
MI F 2006 215
MN F 2006 120
MO F 2006 169
MS F 2006 47
MT F 2006 12
NC F 2006 164
ND F 2006 17
NE F 2006 45
NH F 2006 37
NJ F 2006 162
NM F 2006 15
NV F 2006 40
NY F 2006 281
OH F 2006 311
OK F 2006 69
OR F 2006 55
PA F 2006 214
RI F 2006 14
SC F 2006 71
SD F 2006 21
TN F 2006 123
TX F 2006 435
UT F 2006 51
VA F 2006 173
VT F 2006 6
WA F 2006 110
WI F 2006 125
WV F 2006 33
WY F 2006 8
AK F 2007 13
AL F 2007 78
AR F 2007 55
AZ F 2007 91
CA F 2007 654
CO F 2007 89
CT F 2007 55
DC F 2007 19
DE F 2007 10
FL F 2007 239
GA F 2007 159
HI F 2007 9
IA F 2007 78
ID F 2007 21
IL F 2007 248
IN F 2007 146
KS F 2007 60
KY F 2007 108
LA F 2007 48
MA F 2007 106
MD F 2007 134
ME F 2007 18
MI F 2007 208
MN F 2007 129
MO F 2007 115
MS F 2007 41
MT F 2007 10
NC F 2007 150
ND F 2007 10
NE F 2007 35
NH F 2007 14
NJ F 2007 143
NM F 2007 14
NV F 2007 43
NY F 2007 284
OH F 2007 255
OK F 2007 78
OR F 2007 64
PA F 2007 216
RI F 2007 12
SC F 2007 62
SD F 2007 16
TN F 2007 130
TX F 2007 469
UT F 2007 55
VA F 2007 172
VT F 2007 10
WA F 2007 113
WI F 2007 117
WV F 2007 40
WY F 2007 7
AK F 2008 15
AL F 2008 83
AR F 2008 64
AZ F 2008 133
CA F 2008 844
CO F 2008 95
CT F 2008 51
DC F 2008 29
DE F 2008 16
FL F 2008 265
GA F 2008 200
HI F 2008 15
IA F 2008 65
ID F 2008 24
IL F 2008 275
IN F 2008 161
KS F 2008 64
KY F 2008 104
LA F 2008 64
MA F 2008 104
MD F 2008 116
ME F 2008 16
MI F 2008 197
MN F 2008 128
MO F 2008 158
MS F 2008 41
MT F 2008 17
NC F 2008 219
ND F 2008 18
NE F 2008 35
NH F 2008 11
NJ F 2008 171
NM F 2008 43
NV F 2008 50
NY F 2008 299
OH F 2008 263
OK F 2008 67
OR F 2008 62
PA F 2008 203
RI F 2008 15
SC F 2008 79
SD F 2008 14
TN F 2008 127
TX F 2008 656
UT F 2008 69
VA F 2008 221
VT F 2008 0
WA F 2008 109
WI F 2008 112
WV F 2008 38
WY F 2008 12
AK F 2009 13
AL F 2009 82
AR F 2009 73
AZ F 2009 147
CA F 2009 973
CO F 2009 119
CT F 2009 54
DC F 2009 41
DE F 2009 23
FL F 2009 290
GA F 2009 226
HI F 2009 12
IA F 2009 56
ID F 2009 32
IL F 2009 284
IN F 2009 128
KS F 2009 66
KY F 2009 82
LA F 2009 53
MA F 2009 85
MD F 2009 141
ME F 2009 19
MI F 2009 168
MN F 2009 113
MO F 2009 134
MS F 2009 38
MT F 2009 17
NC F 2009 238
ND F 2009 10
NE F 2009 30
NH F 2009 18
NJ F 2009 187
NM F 2009 26
NV F 2009 67
NY F 2009 351
OH F 2009 240
OK F 2009 69
OR F 2009 61
PA F 2009 206
RI F 2009 18
SC F 2009 65
SD F 2009 11
TN F 2009 141
TX F 2009 842
UT F 2009 66
VA F 2009 196
VT F 2009 0
WA F 2009 120
WI F 2009 100
WV F 2009 38
WY F 2009 10
AK F 2010 12
AL F 2010 71
AR F 2010 60
AZ F 2010 126
CA F 2010 854
CO F 2010 92
CT F 2010 43
DC F 2010 15
DE F 2010 18
FL F 2010 248
GA F 2010 197
HI F 2010 14
IA F 2010 49
ID F 2010 29
IL F 2010 246
IN F 2010 135
KS F 2010 67
KY F 2010 98
LA F 2010 51
MA F 2010 72
MD F 2010 131
ME F 2010 19
MI F 2010 166
MN F 2010 109
MO F 2010 140
MS F 2010 33
MT F 2010 8
NC F 2010 226
ND F 2010 14
NE F 2010 40
NH F 2010 15
NJ F 2010 160
NM F 2010 24
NV F 2010 50
NY F 2010 336
OH F 2010 198
OK F 2010 80
OR F 2010 52
PA F 2010 148
RI F 2010 16
SC F 2010 76
SD F 2010 19
TN F 2010 96
TX F 2010 714
UT F 2010 56
VA F 2010 190
VT F 2010 0
WA F 2010 94
WI F 2010 102
WV F 2010 35
WY F 2010 12
AK F 2011 8
AL F 2011 66
AR F 2011 61
AZ F 2011 93
CA F 2011 845
CO F 2011 96
CT F 2011 44
DC F 2011 19
DE F 2011 15
FL F 2011 246
GA F 2011 154
HI F 2011 6
IA F 2011 49
ID F 2011 27
IL F 2011 202
IN F 2011 132
KS F 2011 63
KY F 2011 82
LA F 2011 50
MA F 2011 74
MD F 2011 97
ME F 2011 13
MI F 2011 160
MN F 2011 109
MO F 2011 118
MS F 2011 45
MT F 2011 15
NC F 2011 188
ND F 2011 7
NE F 2011 35
NH F 2011 20
NJ F 2011 115
NM F 2011 23
NV F 2011 43
NY F 2011 307
OH F 2011 185
OK F 2011 76
OR F 2011 56
PA F 2011 161
RI F 2011 7
SC F 2011 53
SD F 2011 16
TN F 2011 129
TX F 2011 657
UT F 2011 52
VA F 2011 163
VT F 2011 6
WA F 2011 101
WI F 2011 121
WV F 2011 38
WY F 2011 5
AK F 2012 11
AL F 2012 67
AR F 2012 50
AZ F 2012 110
CA F 2012 834
CO F 2012 69
CT F 2012 41
DC F 2012 22
DE F 2012 17
FL F 2012 270
GA F 2012 185
HI F 2012 12
IA F 2012 50
ID F 2012 23
IL F 2012 203
IN F 2012 136
KS F 2012 57
KY F 2012 73
LA F 2012 48
MA F 2012 86
MD F 2012 96
ME F 2012 11
MI F 2012 124
MN F 2012 71
MO F 2012 104
MS F 2012 36
MT F 2012 13
NC F 2012 183
ND F 2012 10
NE F 2012 33
NH F 2012 12
NJ F 2012 131
NM F 2012 28
NV F 2012 52
NY F 2012 271
OH F 2012 154
OK F 2012 69
OR F 2012 61
PA F 2012 176
RI F 2012 6
SC F 2012 79
SD F 2012 17
TN F 2012 131
TX F 2012 724
UT F 2012 55
VA F 2012 152
VT F 2012 0
WA F 2012 136
WI F 2012 83
WV F 2012 21
WY F 2012 8
AK F 2013 16
AL F 2013 66
AR F 2013 67
AZ F 2013 108
CA F 2013 803
CO F 2013 80
CT F 2013 48
DC F 2013 22
DE F 2013 14
FL F 2013 244
GA F 2013 199
HI F 2013 0
IA F 2013 45
ID F 2013 21
IL F 2013 220
IN F 2013 115
KS F 2013 35
KY F 2013 56
LA F 2013 50
MA F 2013 66
MD F 2013 115
ME F 2013 10
MI F 2013 120
MN F 2013 77
MO F 2013 122
MS F 2013 39
MT F 2013 8
NC F 2013 189
ND F 2013 8
NE F 2013 27
NH F 2013 9
NJ F 2013 140
NM F 2013 26
NV F 2013 53
NY F 2013 291
OH F 2013 175
OK F 2013 72
OR F 2013 58
PA F 2013 159
RI F 2013 11
SC F 2013 81
SD F 2013 12
TN F 2013 113
TX F 2013 817
UT F 2013 61
VA F 2013 148
VT F 2013 8
WA F 2013 73
WI F 2013 79
WV F 2013 38
WY F 2013 8
AK F 2014 10
AL F 2014 63
AR F 2014 56
AZ F 2014 123
CA F 2014 904
CO F 2014 90
CT F 2014 35
DC F 2014 17
DE F 2014 16
FL F 2014 262
GA F 2014 165
HI F 2014 11
IA F 2014 40
ID F 2014 20
IL F 2014 198
IN F 2014 99
KS F 2014 46
KY F 2014 66
LA F 2014 59
MA F 2014 56
MD F 2014 117
ME F 2014 8
MI F 2014 137
MN F 2014 77
MO F 2014 87
MS F 2014 40
MT F 2014 7
NC F 2014 176
ND F 2014 9
NE F 2014 31
NH F 2014 10
NJ F 2014 138
NM F 2014 33
NV F 2014 62
NY F 2014 323
OH F 2014 171
OK F 2014 55
OR F 2014 68
PA F 2014 145
RI F 2014 11
SC F 2014 56
SD F 2014 16
TN F 2014 116
TX F 2014 797
UT F 2014 42
VA F 2014 152
VT F 2014 5
WA F 2014 100
WI F 2014 82
WV F 2014 28
WY F 2014 5
AK M 2004 0
AL M 2004 0
AR M 2004 0
AZ M 2004 0
CA M 2004 0
CO M 2004 0
CT M 2004 0
DC M 2004 0
DE M 2004 0
FL M 2004 0
GA M 2004 0
HI M 2004 0
IA M 2004 0
ID M 2004 0
IL M 2004 0
IN M 2004 0
KS M 2004 0
KY M 2004 20
LA M 2004 0
MA M 2004 0
MD M 2004 0
ME M 2004 0
MI M 2004 0
MN M 2004 0
MO M 2004 0
MS M 2004 0
MT M 2004 0
NC M 2004 0
ND M 2004 0
NE M 2004 0
NH M 2004 0
NJ M 2004 0
NM M 2004 0
NV M 2004 0
NY M 2004 0
OH M 2004 0
OK M 2004 0
OR M 2004 0
PA M 2004 0
RI M 2004 0
SC M 2004 0
SD M 2004 0
TN M 2004 0
TX M 2004 0
UT M 2004 0
VA M 2004 0
VT M 2004 0
WA M 2004 0
WI M 2004 0
WV M 2004 0
WY M 2004 0
Code
allison_f <- allison |>
  filter(Sex == "F") |>
  print()
# A tibble: 918 × 4
   State Sex    Year Count
   <chr> <chr> <dbl> <dbl>
 1 AK    F      1997    19
 2 AL    F      1997   121
 3 AR    F      1997    78
 4 AZ    F      1997    98
 5 CA    F      1997   565
 6 CO    F      1997   100
 7 CT    F      1997    82
 8 DC    F      1997    15
 9 DE    F      1997    19
10 FL    F      1997   253
# … with 908 more rows
Code
allison_f |>
  select(State, Year, Count) |>
  knitr::kable(format = "html",
               col.names = c("State",
                             "Year",
                             "Count"),
               caption = "Summary of Frequency of Female Birthed Allisons in Each State") |>
  kableExtra::kable_classic(html_font = "Arial") |>
  kableExtra::kable_styling(bootstrap_options = "striped")
Summary of Frequency of Female Birthed Allisons in Each State
State Year Count
AK 1997 19
AL 1997 121
AR 1997 78
AZ 1997 98
CA 1997 565
CO 1997 100
CT 1997 82
DC 1997 15
DE 1997 19
FL 1997 253
GA 1997 196
HI 1997 6
IA 1997 130
ID 1997 19
IL 1997 364
IN 1997 239
KS 1997 75
KY 1997 130
LA 1997 109
MA 1997 190
MD 1997 145
ME 1997 37
MI 1997 338
MN 1997 191
MO 1997 211
MS 1997 61
MT 1997 15
NC 1997 216
ND 1997 27
NE 1997 62
NH 1997 32
NJ 1997 216
NM 1997 27
NV 1997 22
NY 1997 412
OH 1997 496
OK 1997 90
OR 1997 67
PA 1997 343
RI 1997 26
SC 1997 78
SD 1997 31
TN 1997 201
TX 1997 482
UT 1997 72
VA 1997 210
VT 1997 13
WA 1997 121
WI 1997 163
WV 1997 56
WY 1997 5
AK 1998 10
AL 1998 148
AR 1998 64
AZ 1998 103
CA 1998 638
CO 1998 100
CT 1998 102
DC 1998 15
DE 1998 12
FL 1998 308
GA 1998 215
HI 1998 15
IA 1998 127
ID 1998 29
IL 1998 452
IN 1998 238
KS 1998 109
KY 1998 156
LA 1998 98
MA 1998 201
MD 1998 168
ME 1998 33
MI 1998 339
MN 1998 191
MO 1998 256
MS 1998 51
MT 1998 22
NC 1998 220
ND 1998 30
NE 1998 68
NH 1998 38
NJ 1998 223
NM 1998 21
NV 1998 33
NY 1998 408
OH 1998 477
OK 1998 107
OR 1998 84
PA 1998 402
RI 1998 25
SC 1998 87
SD 1998 33
TN 1998 203
TX 1998 497
UT 1998 83
VA 1998 227
VT 1998 15
WA 1998 122
WI 1998 183
WV 1998 67
WY 1998 8
AK 1999 13
AL 1999 124
AR 1999 67
AZ 1999 96
CA 1999 571
CO 1999 106
CT 1999 89
DC 1999 8
DE 1999 25
FL 1999 224
GA 1999 173
HI 1999 12
IA 1999 123
ID 1999 29
IL 1999 362
IN 1999 241
KS 1999 77
KY 1999 137
LA 1999 113
MA 1999 174
MD 1999 153
ME 1999 30
MI 1999 297
MN 1999 186
MO 1999 228
MS 1999 56
MT 1999 15
NC 1999 199
ND 1999 20
NE 1999 56
NH 1999 32
NJ 1999 225
NM 1999 17
NV 1999 40
NY 1999 335
OH 1999 431
OK 1999 98
OR 1999 86
PA 1999 324
RI 1999 24
SC 1999 72
SD 1999 22
TN 1999 157
TX 1999 484
UT 1999 76
VA 1999 210
VT 1999 12
WA 1999 117
WI 1999 193
WV 1999 58
WY 1999 6
AK 2000 14
AL 2000 91
AR 2000 72
AZ 2000 97
CA 2000 538
CO 2000 92
CT 2000 81
DC 2000 8
DE 2000 12
FL 2000 241
GA 2000 209
HI 2000 12
IA 2000 109
ID 2000 16
IL 2000 295
IN 2000 198
KS 2000 81
KY 2000 134
LA 2000 64
MA 2000 142
MD 2000 121
ME 2000 15
MI 2000 291
MN 2000 175
MO 2000 199
MS 2000 43
MT 2000 16
NC 2000 187
ND 2000 22
NE 2000 56
NH 2000 19
NJ 2000 177
NM 2000 15
NV 2000 29
NY 2000 315
OH 2000 398
OK 2000 87
OR 2000 55
PA 2000 281
RI 2000 21
SC 2000 58
SD 2000 27
TN 2000 158
TX 2000 447
UT 2000 73
VA 2000 176
VT 2000 15
WA 2000 116
WI 2000 150
WV 2000 56
WY 2000 10
AK 2001 9
AL 2001 82
AR 2001 82
AZ 2001 98
CA 2001 539
CO 2001 72
CT 2001 63
DC 2001 13
DE 2001 19
FL 2001 220
GA 2001 176
HI 2001 11
IA 2001 104
ID 2001 20
IL 2001 320
IN 2001 198
KS 2001 85
KY 2001 129
LA 2001 76
MA 2001 179
MD 2001 131
ME 2001 22
MI 2001 246
MN 2001 154
MO 2001 171
MS 2001 54
MT 2001 8
NC 2001 177
ND 2001 18
NE 2001 44
NH 2001 32
NJ 2001 189
NM 2001 21
NV 2001 27
NY 2001 322
OH 2001 376
OK 2001 81
OR 2001 67
PA 2001 283
RI 2001 27
SC 2001 66
SD 2001 17
TN 2001 139
TX 2001 457
UT 2001 61
VA 2001 173
VT 2001 9
WA 2001 125
WI 2001 159
WV 2001 52
WY 2001 6
AK 2002 14
AL 2002 83
AR 2002 73
AZ 2002 83
CA 2002 554
CO 2002 69
CT 2002 71
DC 2002 12
DE 2002 18
FL 2002 244
GA 2002 147
HI 2002 6
IA 2002 80
ID 2002 30
IL 2002 334
IN 2002 200
KS 2002 105
KY 2002 126
LA 2002 65
MA 2002 148
MD 2002 129
ME 2002 20
MI 2002 269
MN 2002 146
MO 2002 153
MS 2002 56
MT 2002 11
NC 2002 206
ND 2002 20
NE 2002 63
NH 2002 34
NJ 2002 174
NM 2002 24
NV 2002 38
NY 2002 335
OH 2002 372
OK 2002 81
OR 2002 81
PA 2002 296
RI 2002 26
SC 2002 60
SD 2002 33
TN 2002 129
TX 2002 440
UT 2002 74
VA 2002 152
VT 2002 11
WA 2002 111
WI 2002 161
WV 2002 62
WY 2002 8
AK 2003 14
AL 2003 88
AR 2003 61
AZ 2003 80
CA 2003 545
CO 2003 95
CT 2003 60
DC 2003 19
DE 2003 14
FL 2003 235
GA 2003 166
HI 2003 9
IA 2003 98
ID 2003 22
IL 2003 262
IN 2003 182
KS 2003 72
KY 2003 123
LA 2003 74
MA 2003 147
MD 2003 119
ME 2003 20
MI 2003 261
MN 2003 142
MO 2003 191
MS 2003 41
MT 2003 14
NC 2003 166
ND 2003 20
NE 2003 50
NH 2003 30
NJ 2003 158
NM 2003 13
NV 2003 32
NY 2003 311
OH 2003 343
OK 2003 75
OR 2003 72
PA 2003 261
RI 2003 19
SC 2003 53
SD 2003 22
TN 2003 122
TX 2003 402
UT 2003 55
VA 2003 164
VT 2003 7
WA 2003 102
WI 2003 154
WV 2003 59
WY 2003 6
AK 2004 13
AL 2004 68
AR 2004 65
AZ 2004 94
CA 2004 591
CO 2004 73
CT 2004 72
DC 2004 13
DE 2004 18
FL 2004 213
GA 2004 169
HI 2004 17
IA 2004 101
ID 2004 32
IL 2004 307
IN 2004 180
KS 2004 80
KY 2004 85
LA 2004 65
MA 2004 146
MD 2004 110
ME 2004 16
MI 2004 253
MN 2004 147
MO 2004 155
MS 2004 49
MT 2004 7
NC 2004 175
ND 2004 11
NE 2004 47
NH 2004 21
NJ 2004 177
NM 2004 14
NV 2004 24
NY 2004 288
OH 2004 307
OK 2004 93
OR 2004 66
PA 2004 247
RI 2004 14
SC 2004 58
SD 2004 26
TN 2004 149
TX 2004 465
UT 2004 64
VA 2004 187
VT 2004 11
WA 2004 95
WI 2004 135
WV 2004 50
WY 2004 8
AK 2005 10
AL 2005 86
AR 2005 71
AZ 2005 91
CA 2005 580
CO 2005 87
CT 2005 54
DC 2005 18
DE 2005 14
FL 2005 228
GA 2005 157
HI 2005 6
IA 2005 82
ID 2005 33
IL 2005 275
IN 2005 183
KS 2005 75
KY 2005 104
LA 2005 73
MA 2005 129
MD 2005 90
ME 2005 14
MI 2005 225
MN 2005 109
MO 2005 171
MS 2005 46
MT 2005 11
NC 2005 156
ND 2005 14
NE 2005 50
NH 2005 28
NJ 2005 166
NM 2005 15
NV 2005 24
NY 2005 278
OH 2005 335
OK 2005 74
OR 2005 71
PA 2005 242
RI 2005 14
SC 2005 74
SD 2005 23
TN 2005 124
TX 2005 407
UT 2005 60
VA 2005 154
VT 2005 7
WA 2005 91
WI 2005 148
WV 2005 44
WY 2005 10
AK 2006 18
AL 2006 68
AR 2006 79
AZ 2006 109
CA 2006 581
CO 2006 70
CT 2006 54
DC 2006 16
DE 2006 14
FL 2006 225
GA 2006 164
HI 2006 10
IA 2006 91
ID 2006 24
IL 2006 263
IN 2006 156
KS 2006 66
KY 2006 112
LA 2006 49
MA 2006 113
MD 2006 116
ME 2006 19
MI 2006 215
MN 2006 120
MO 2006 169
MS 2006 47
MT 2006 12
NC 2006 164
ND 2006 17
NE 2006 45
NH 2006 37
NJ 2006 162
NM 2006 15
NV 2006 40
NY 2006 281
OH 2006 311
OK 2006 69
OR 2006 55
PA 2006 214
RI 2006 14
SC 2006 71
SD 2006 21
TN 2006 123
TX 2006 435
UT 2006 51
VA 2006 173
VT 2006 6
WA 2006 110
WI 2006 125
WV 2006 33
WY 2006 8
AK 2007 13
AL 2007 78
AR 2007 55
AZ 2007 91
CA 2007 654
CO 2007 89
CT 2007 55
DC 2007 19
DE 2007 10
FL 2007 239
GA 2007 159
HI 2007 9
IA 2007 78
ID 2007 21
IL 2007 248
IN 2007 146
KS 2007 60
KY 2007 108
LA 2007 48
MA 2007 106
MD 2007 134
ME 2007 18
MI 2007 208
MN 2007 129
MO 2007 115
MS 2007 41
MT 2007 10
NC 2007 150
ND 2007 10
NE 2007 35
NH 2007 14
NJ 2007 143
NM 2007 14
NV 2007 43
NY 2007 284
OH 2007 255
OK 2007 78
OR 2007 64
PA 2007 216
RI 2007 12
SC 2007 62
SD 2007 16
TN 2007 130
TX 2007 469
UT 2007 55
VA 2007 172
VT 2007 10
WA 2007 113
WI 2007 117
WV 2007 40
WY 2007 7
AK 2008 15
AL 2008 83
AR 2008 64
AZ 2008 133
CA 2008 844
CO 2008 95
CT 2008 51
DC 2008 29
DE 2008 16
FL 2008 265
GA 2008 200
HI 2008 15
IA 2008 65
ID 2008 24
IL 2008 275
IN 2008 161
KS 2008 64
KY 2008 104
LA 2008 64
MA 2008 104
MD 2008 116
ME 2008 16
MI 2008 197
MN 2008 128
MO 2008 158
MS 2008 41
MT 2008 17
NC 2008 219
ND 2008 18
NE 2008 35
NH 2008 11
NJ 2008 171
NM 2008 43
NV 2008 50
NY 2008 299
OH 2008 263
OK 2008 67
OR 2008 62
PA 2008 203
RI 2008 15
SC 2008 79
SD 2008 14
TN 2008 127
TX 2008 656
UT 2008 69
VA 2008 221
VT 2008 0
WA 2008 109
WI 2008 112
WV 2008 38
WY 2008 12
AK 2009 13
AL 2009 82
AR 2009 73
AZ 2009 147
CA 2009 973
CO 2009 119
CT 2009 54
DC 2009 41
DE 2009 23
FL 2009 290
GA 2009 226
HI 2009 12
IA 2009 56
ID 2009 32
IL 2009 284
IN 2009 128
KS 2009 66
KY 2009 82
LA 2009 53
MA 2009 85
MD 2009 141
ME 2009 19
MI 2009 168
MN 2009 113
MO 2009 134
MS 2009 38
MT 2009 17
NC 2009 238
ND 2009 10
NE 2009 30
NH 2009 18
NJ 2009 187
NM 2009 26
NV 2009 67
NY 2009 351
OH 2009 240
OK 2009 69
OR 2009 61
PA 2009 206
RI 2009 18
SC 2009 65
SD 2009 11
TN 2009 141
TX 2009 842
UT 2009 66
VA 2009 196
VT 2009 0
WA 2009 120
WI 2009 100
WV 2009 38
WY 2009 10
AK 2010 12
AL 2010 71
AR 2010 60
AZ 2010 126
CA 2010 854
CO 2010 92
CT 2010 43
DC 2010 15
DE 2010 18
FL 2010 248
GA 2010 197
HI 2010 14
IA 2010 49
ID 2010 29
IL 2010 246
IN 2010 135
KS 2010 67
KY 2010 98
LA 2010 51
MA 2010 72
MD 2010 131
ME 2010 19
MI 2010 166
MN 2010 109
MO 2010 140
MS 2010 33
MT 2010 8
NC 2010 226
ND 2010 14
NE 2010 40
NH 2010 15
NJ 2010 160
NM 2010 24
NV 2010 50
NY 2010 336
OH 2010 198
OK 2010 80
OR 2010 52
PA 2010 148
RI 2010 16
SC 2010 76
SD 2010 19
TN 2010 96
TX 2010 714
UT 2010 56
VA 2010 190
VT 2010 0
WA 2010 94
WI 2010 102
WV 2010 35
WY 2010 12
AK 2011 8
AL 2011 66
AR 2011 61
AZ 2011 93
CA 2011 845
CO 2011 96
CT 2011 44
DC 2011 19
DE 2011 15
FL 2011 246
GA 2011 154
HI 2011 6
IA 2011 49
ID 2011 27
IL 2011 202
IN 2011 132
KS 2011 63
KY 2011 82
LA 2011 50
MA 2011 74
MD 2011 97
ME 2011 13
MI 2011 160
MN 2011 109
MO 2011 118
MS 2011 45
MT 2011 15
NC 2011 188
ND 2011 7
NE 2011 35
NH 2011 20
NJ 2011 115
NM 2011 23
NV 2011 43
NY 2011 307
OH 2011 185
OK 2011 76
OR 2011 56
PA 2011 161
RI 2011 7
SC 2011 53
SD 2011 16
TN 2011 129
TX 2011 657
UT 2011 52
VA 2011 163
VT 2011 6
WA 2011 101
WI 2011 121
WV 2011 38
WY 2011 5
AK 2012 11
AL 2012 67
AR 2012 50
AZ 2012 110
CA 2012 834
CO 2012 69
CT 2012 41
DC 2012 22
DE 2012 17
FL 2012 270
GA 2012 185
HI 2012 12
IA 2012 50
ID 2012 23
IL 2012 203
IN 2012 136
KS 2012 57
KY 2012 73
LA 2012 48
MA 2012 86
MD 2012 96
ME 2012 11
MI 2012 124
MN 2012 71
MO 2012 104
MS 2012 36
MT 2012 13
NC 2012 183
ND 2012 10
NE 2012 33
NH 2012 12
NJ 2012 131
NM 2012 28
NV 2012 52
NY 2012 271
OH 2012 154
OK 2012 69
OR 2012 61
PA 2012 176
RI 2012 6
SC 2012 79
SD 2012 17
TN 2012 131
TX 2012 724
UT 2012 55
VA 2012 152
VT 2012 0
WA 2012 136
WI 2012 83
WV 2012 21
WY 2012 8
AK 2013 16
AL 2013 66
AR 2013 67
AZ 2013 108
CA 2013 803
CO 2013 80
CT 2013 48
DC 2013 22
DE 2013 14
FL 2013 244
GA 2013 199
HI 2013 0
IA 2013 45
ID 2013 21
IL 2013 220
IN 2013 115
KS 2013 35
KY 2013 56
LA 2013 50
MA 2013 66
MD 2013 115
ME 2013 10
MI 2013 120
MN 2013 77
MO 2013 122
MS 2013 39
MT 2013 8
NC 2013 189
ND 2013 8
NE 2013 27
NH 2013 9
NJ 2013 140
NM 2013 26
NV 2013 53
NY 2013 291
OH 2013 175
OK 2013 72
OR 2013 58
PA 2013 159
RI 2013 11
SC 2013 81
SD 2013 12
TN 2013 113
TX 2013 817
UT 2013 61
VA 2013 148
VT 2013 8
WA 2013 73
WI 2013 79
WV 2013 38
WY 2013 8
AK 2014 10
AL 2014 63
AR 2014 56
AZ 2014 123
CA 2014 904
CO 2014 90
CT 2014 35
DC 2014 17
DE 2014 16
FL 2014 262
GA 2014 165
HI 2014 11
IA 2014 40
ID 2014 20
IL 2014 198
IN 2014 99
KS 2014 46
KY 2014 66
LA 2014 59
MA 2014 56
MD 2014 117
ME 2014 8
MI 2014 137
MN 2014 77
MO 2014 87
MS 2014 40
MT 2014 7
NC 2014 176
ND 2014 9
NE 2014 31
NH 2014 10
NJ 2014 138
NM 2014 33
NV 2014 62
NY 2014 323
OH 2014 171
OK 2014 55
OR 2014 68
PA 2014 145
RI 2014 11
SC 2014 56
SD 2014 16
TN 2014 116
TX 2014 797
UT 2014 42
VA 2014 152
VT 2014 5
WA 2014 100
WI 2014 82
WV 2014 28
WY 2014 5
Code
allison_f |>
  group_by(Year) |>
  summarize(Total = sum(Count)) |>
  ggplot(mapping = aes(x = Year,
                       y = Total)) +
  geom_line() +
  labs(y = NULL,
       title = "Total Number of Allisons Born Between 1997-2014") +
  scale_x_continuous(breaks = seq(1997, 2014, by = 1), 
                     guide =  guide_axis(n.dodge = 2)) +
  scale_y_continuous(breaks = seq(5000, 9000, by = 1000), 
                     limits = c(5000, 8000)) + 
  theme(plot.title = element_text(face = "bold",
                                  hjust = 0.5))

Source:

https://stackoverflow.com/questions/55948425/why-is-scale-y-continuous-not-working-here-no-error-message-given

https://www.datanovia.com/en/blog/ggplot-title-subtitle-and-caption/#:~:text=Change%20the%20font%20appearance%20%28text%20size%2C%20color%20and,font%20face%20include%3A%20%E2%80%9Cplain%E2%80%9D%2C%20%E2%80%9Citalic%E2%80%9D%2C%20%E2%80%9Cbold%E2%80%9D%20and%20%E2%80%9Cbold.italic%E2%80%9D.

4 Modeling the Number of Allisons

  1. Fit a linear model with the year as the explanatory variable, and the number of Allisons as the response. Similar to #3, each year should have one observation–the total number of Allisons born that year.

  2. Write out the estimated regression equation.

    Total Number of Allisons = 209689.8 -101.5(Year)

    ***Note: Year must be substituted with the actual Year (i.e. 1997, 2014, etc.)

  3. Plot the residuals of the model, that is, the actual values minus the predicted values. Comment on the residuals - do you see any patterns?

There is slight fanning in the residuals plot with the residuals forming a concave up parabola.

The augment() function from the broom package may be helpful!

  1. What do you conclude from this model? Is my name not cool anymore?

We can not conclude that the name “Allison” is decreasing in popularity over the years 1997 to 2014 for babies assigned “female” at birth from this model. This is due to the slight curvature in the residuals plot that suggests that we should not use a straight line to model this data.

Code
allison_lm <- allison_f |>
  group_by(Year) |>
  summarize(Total = sum(Count)) |>
  lm(Total ~ Year, data = _) |>
  print()

Call:
lm(formula = Total ~ Year, data = summarize(group_by(allison_f, 
    Year), Total = sum(Count)))

Coefficients:
(Intercept)         Year  
   209689.8       -101.5  
Code
allison_lm |>
  broom::augment() |>
  ggplot(mapping = aes(y = .resid, x = .fitted)) +
  geom_point() + 
  labs(x = "Fitted",
       y = NULL,
       title = "Residual Plot") +
  scale_x_continuous(breaks = seq(5000, 7000, by = 500), 
                     limits = c(5000, 7000)) + 
  scale_y_continuous(breaks = seq(-1000, 1000, by = 500), 
                     limits = c(-1250, 1250)) + 
  theme(plot.title = element_text(face = "bold",
                                  hjust = 0.5))

5 Spelling by State

In middle school I was so upset with my parents for not naming me “Allyson”. Past my pre-teen rebellion, I’m happy with my name and am impressed when baristas spell it “Allison” instead of “Alison”. But I don’t have it as bad as my good friend Allan!

  1. Narrow the A name dataset (downloaded previously) down to only male-assigned babies named “Allan”, “Alan”, or “Allen”. Make a plot comparing the popularity of these names over time.

It looks like you want to filter for a vector of values. What tools have you learned which can help you accomplish this task?

  1. In California, Allan’s spelling of his name is the least common of the three but perhaps it’s not such an unusual name for his home state of Pennsylvania. Compute the total number of babies born with each spelling of “Allan” in the year 2000, in Pennsylvania and in California. Specifically, the table should have the following qualities:
  • each spelling should be its own column

  • each state should have its own row

  • a 0 (not an NA) should be used to represent locations where there were no instances of these names

  1. Convert your total counts to overall percents. That is, what was the percent breakdown between the three spellings in CA? What about in PA?

In the year 2000, 21.364% of all Male birthed babies were named some form of “Allan”, “Alan”, or “Allen” were born in California and 2.869% were born in Pennsylvania. Looking closer, in the California selection: 19.86% were named Allen, 65.34% were named Alan, and 14.785% were named Allan. In the Pennsylvania selection: 47.05% were named Allen, 42.85% were named Alan, and 1.01% were named Allan.

Code
allan_names <- names |>
  filter(Gender == "M",
         Name %in% c("Allan", "Alan", "Allen")) |>
  rename("Sex" = "Gender") |>
  print()
# A tibble: 1,884 × 5
   Name   Year Sex   State Count
   <chr> <dbl> <chr> <chr> <dbl>
 1 Allen  1998 M     AK        5
 2 Allen  1999 M     AK        7
 3 Allen  2003 M     AK        5
 4 Alan   2005 M     AK        7
 5 Allen  2008 M     AK        5
 6 Allen  2010 M     AK        6
 7 Allen  1997 M     AL       29
 8 Alan   1997 M     AL       18
 9 Allen  1998 M     AL       22
10 Alan   1998 M     AL       19
# … with 1,874 more rows
Code
allan_names |>
  knitr::kable(format = "html",
               col.names = c("Name",
                             "Year",
                             "Sex",
                             "State",
                             "Count"),
               caption = "Frequency and Sex of 'Allen', 'Allan', and 'Alan' Individually in Each State") |>
  kableExtra::kable_classic(html_font = "Arial") |>
  kableExtra::kable_styling(bootstrap_options = "striped")
Frequency and Sex of 'Allen', 'Allan', and 'Alan' Individually in Each State
Name Year Sex State Count
Allen 1998 M AK 5
Allen 1999 M AK 7
Allen 2003 M AK 5
Alan 2005 M AK 7
Allen 2008 M AK 5
Allen 2010 M AK 6
Allen 1997 M AL 29
Alan 1997 M AL 18
Allen 1998 M AL 22
Alan 1998 M AL 19
Allan 1998 M AL 5
Allen 1999 M AL 36
Alan 1999 M AL 20
Allen 2000 M AL 27
Alan 2000 M AL 24
Alan 2001 M AL 29
Allen 2001 M AL 28
Allan 2001 M AL 6
Alan 2002 M AL 19
Allen 2002 M AL 18
Allan 2002 M AL 5
Alan 2003 M AL 26
Allen 2003 M AL 21
Alan 2004 M AL 23
Allen 2004 M AL 19
Allan 2004 M AL 6
Alan 2005 M AL 30
Allen 2005 M AL 17
Allan 2005 M AL 5
Alan 2006 M AL 24
Allen 2006 M AL 22
Alan 2007 M AL 34
Allen 2007 M AL 21
Alan 2008 M AL 32
Allen 2008 M AL 26
Alan 2009 M AL 36
Allen 2009 M AL 18
Alan 2010 M AL 23
Allen 2010 M AL 13
Allan 2010 M AL 5
Alan 2011 M AL 22
Allen 2011 M AL 16
Allan 2011 M AL 8
Alan 2012 M AL 24
Allen 2012 M AL 12
Alan 2013 M AL 26
Allen 2013 M AL 16
Alan 2014 M AL 27
Allen 2014 M AL 7
Allen 1997 M AR 20
Alan 1997 M AR 15
Allen 1998 M AR 19
Alan 1998 M AR 9
Allen 1999 M AR 24
Alan 1999 M AR 10
Alan 2000 M AR 18
Allen 2000 M AR 12
Allen 2001 M AR 18
Alan 2001 M AR 13
Alan 2002 M AR 19
Allen 2002 M AR 11
Allen 2003 M AR 16
Alan 2003 M AR 15
Allen 2004 M AR 22
Alan 2004 M AR 20
Alan 2005 M AR 24
Allen 2005 M AR 18
Allan 2005 M AR 5
Alan 2006 M AR 18
Allen 2006 M AR 9
Alan 2007 M AR 30
Allen 2007 M AR 11
Alan 2008 M AR 29
Allen 2008 M AR 15
Alan 2009 M AR 21
Allen 2009 M AR 14
Alan 2010 M AR 19
Allen 2010 M AR 13
Allan 2010 M AR 6
Alan 2011 M AR 14
Allen 2011 M AR 8
Alan 2012 M AR 12
Allen 2012 M AR 12
Alan 2013 M AR 18
Allen 2013 M AR 8
Alan 2014 M AR 24
Allen 2014 M AR 8
Alan 1997 M AZ 64
Allen 1997 M AZ 17
Allan 1997 M AZ 10
Alan 1998 M AZ 65
Allen 1998 M AZ 18
Allan 1998 M AZ 9
Alan 1999 M AZ 68
Allen 1999 M AZ 18
Allan 1999 M AZ 13
Alan 2000 M AZ 85
Allen 2000 M AZ 22
Allan 2000 M AZ 11
Alan 2001 M AZ 93
Allen 2001 M AZ 15
Alan 2002 M AZ 104
Allen 2002 M AZ 21
Allan 2002 M AZ 11
Alan 2003 M AZ 148
Allen 2003 M AZ 26
Allan 2003 M AZ 9
Alan 2004 M AZ 128
Allen 2004 M AZ 19
Allan 2004 M AZ 8
Alan 2005 M AZ 125
Allen 2005 M AZ 18
Allan 2005 M AZ 12
Alan 2006 M AZ 127
Allen 2006 M AZ 21
Allan 2006 M AZ 13
Alan 2007 M AZ 139
Allen 2007 M AZ 22
Allan 2007 M AZ 13
Alan 2008 M AZ 109
Allen 2008 M AZ 17
Allan 2008 M AZ 10
Alan 2009 M AZ 113
Allen 2009 M AZ 16
Allan 2009 M AZ 9
Alan 2010 M AZ 82
Allen 2010 M AZ 20
Allan 2010 M AZ 8
Alan 2011 M AZ 83
Allen 2011 M AZ 18
Allan 2011 M AZ 7
Alan 2012 M AZ 65
Allen 2012 M AZ 22
Allan 2012 M AZ 5
Alan 2013 M AZ 82
Allen 2013 M AZ 14
Allan 2013 M AZ 9
Alan 2014 M AZ 71
Allen 2014 M AZ 11
Allan 2014 M AZ 7
Alan 1997 M CA 493
Allen 1997 M CA 191
Allan 1997 M CA 121
Alan 1998 M CA 494
Allen 1998 M CA 157
Allan 1998 M CA 100
Alan 1999 M CA 523
Allen 1999 M CA 153
Allan 1999 M CA 115
Alan 2000 M CA 579
Allen 2000 M CA 176
Allan 2000 M CA 131
Alan 2001 M CA 606
Allen 2001 M CA 219
Allan 2001 M CA 106
Alan 2002 M CA 636
Allen 2002 M CA 251
Allan 2002 M CA 131
Alan 2003 M CA 765
Allen 2003 M CA 214
Allan 2003 M CA 162
Alan 2004 M CA 712
Allen 2004 M CA 221
Allan 2004 M CA 136
Alan 2005 M CA 765
Allen 2005 M CA 190
Allan 2005 M CA 111
Alan 2006 M CA 840
Allen 2006 M CA 187
Allan 2006 M CA 131
Alan 2007 M CA 732
Allen 2007 M CA 190
Allan 2007 M CA 114
Alan 2008 M CA 749
Allen 2008 M CA 177
Allan 2008 M CA 106
Alan 2009 M CA 654
Allen 2009 M CA 176
Allan 2009 M CA 116
Alan 2010 M CA 581
Allen 2010 M CA 164
Allan 2010 M CA 93
Alan 2011 M CA 541
Allen 2011 M CA 163
Allan 2011 M CA 78
Alan 2012 M CA 569
Allen 2012 M CA 152
Allan 2012 M CA 74
Alan 2013 M CA 624
Allen 2013 M CA 161
Allan 2013 M CA 75
Alan 2014 M CA 607
Allen 2014 M CA 199
Allan 2014 M CA 59
Alan 1997 M CO 36
Allen 1997 M CO 14
Allan 1997 M CO 5
Alan 1998 M CO 40
Allen 1998 M CO 10
Allan 1998 M CO 8
Alan 1999 M CO 47
Allen 1999 M CO 20
Allan 1999 M CO 10
Alan 2000 M CO 51
Allen 2000 M CO 14
Allan 2000 M CO 5
Alan 2001 M CO 67
Allen 2001 M CO 12
Allan 2001 M CO 10
Alan 2002 M CO 69
Allen 2002 M CO 18
Allan 2002 M CO 6
Alan 2003 M CO 82
Allen 2003 M CO 15
Allan 2003 M CO 7
Alan 2004 M CO 90
Allen 2004 M CO 13
Allan 2004 M CO 7
Alan 2005 M CO 78
Allen 2005 M CO 14
Allan 2005 M CO 6
Alan 2006 M CO 82
Allen 2006 M CO 10
Alan 2007 M CO 74
Allen 2007 M CO 10
Alan 2008 M CO 76
Allen 2008 M CO 17
Allan 2008 M CO 10
Alan 2009 M CO 63
Allen 2009 M CO 10
Allan 2009 M CO 5
Alan 2010 M CO 61
Allan 2010 M CO 7
Allen 2010 M CO 7
Alan 2011 M CO 60
Allen 2011 M CO 11
Allan 2011 M CO 5
Alan 2012 M CO 46
Allen 2012 M CO 6
Alan 2013 M CO 59
Allen 2013 M CO 10
Allan 2013 M CO 5
Alan 2014 M CO 46
Allen 2014 M CO 11
Allen 1997 M CT 14
Alan 1997 M CT 12
Alan 1998 M CT 16
Allen 1998 M CT 11
Alan 1999 M CT 15
Allan 1999 M CT 11
Allen 1999 M CT 6
Alan 2000 M CT 14
Allen 2000 M CT 12
Alan 2001 M CT 12
Allen 2001 M CT 10
Alan 2002 M CT 17
Allen 2002 M CT 11
Allan 2002 M CT 6
Alan 2003 M CT 12
Allen 2003 M CT 8
Alan 2004 M CT 15
Allan 2004 M CT 5
Allen 2004 M CT 5
Alan 2005 M CT 17
Allen 2005 M CT 10
Allan 2005 M CT 6
Alan 2006 M CT 15
Allen 2006 M CT 12
Alan 2007 M CT 13
Allen 2007 M CT 7
Alan 2008 M CT 12
Allen 2008 M CT 11
Alan 2009 M CT 21
Allan 2009 M CT 6
Allen 2009 M CT 6
Alan 2010 M CT 9
Allen 2010 M CT 9
Alan 2011 M CT 13
Allen 2011 M CT 8
Alan 2012 M CT 13
Allen 2012 M CT 6
Allan 2012 M CT 5
Alan 2013 M CT 20
Allan 2013 M CT 5
Alan 2014 M CT 20
Allen 2014 M CT 6
Allan 2014 M CT 5
Allen 1997 M DC 6
Alan 1997 M DC 5
Allen 1998 M DC 6
Alan 1998 M DC 5
Allen 1999 M DC 6
Alan 2000 M DC 6
Allen 2001 M DC 7
Alan 2002 M DC 8
Allen 2002 M DC 5
Alan 2003 M DC 5
Allen 2004 M DC 10
Alan 2004 M DC 7
Allen 2005 M DC 7
Alan 2005 M DC 5
Alan 2006 M DC 9
Allen 2006 M DC 5
Allen 2007 M DC 10
Alan 2007 M DC 7
Allan 2007 M DC 6
Alan 2008 M DC 7
Allen 2008 M DC 5
Alan 2009 M DC 8
Allen 2009 M DC 8
Allen 2012 M DC 7
Alan 2003 M DE 15
Alan 2004 M DE 11
Alan 2006 M DE 7
Alan 2007 M DE 9
Alan 2008 M DE 10
Alan 2010 M DE 9
Alan 2011 M DE 8
Alan 2013 M DE 6
Alan 1997 M FL 84
Allen 1997 M FL 57
Allan 1997 M FL 29
Alan 1998 M FL 105
Allen 1998 M FL 77
Allan 1998 M FL 27
Alan 1999 M FL 84
Allen 1999 M FL 54
Allan 1999 M FL 28
Alan 2000 M FL 97
Allen 2000 M FL 78
Allan 2000 M FL 33
Alan 2001 M FL 100
Allen 2001 M FL 64
Allan 2001 M FL 27
Alan 2002 M FL 102
Allen 2002 M FL 67
Allan 2002 M FL 34
Alan 2003 M FL 113
Allen 2003 M FL 82
Allan 2003 M FL 43
Alan 2004 M FL 133
Allen 2004 M FL 69
Allan 2004 M FL 40
Alan 2005 M FL 135
Allen 2005 M FL 59
Allan 2005 M FL 40
Alan 2006 M FL 145
Allen 2006 M FL 54
Allan 2006 M FL 37
Alan 2007 M FL 143
Allen 2007 M FL 74
Allan 2007 M FL 35
Alan 2008 M FL 114
Allen 2008 M FL 61
Allan 2008 M FL 32
Alan 2009 M FL 102
Allen 2009 M FL 62
Allan 2009 M FL 29
Alan 2010 M FL 123
Allen 2010 M FL 58
Allan 2010 M FL 20
Alan 2011 M FL 98
Allen 2011 M FL 43
Allan 2011 M FL 33
Alan 2012 M FL 103
Allen 2012 M FL 56
Allan 2012 M FL 23
Alan 2013 M FL 115
Allen 2013 M FL 52
Allan 2013 M FL 28
Alan 2014 M FL 112
Allan 2014 M FL 38
Allen 2014 M FL 38
Alan 1997 M GA 71
Allen 1997 M GA 45
Allan 1997 M GA 9
Alan 1998 M GA 57
Allen 1998 M GA 43
Allan 1998 M GA 7
Alan 1999 M GA 63
Allen 1999 M GA 52
Allan 1999 M GA 12
Alan 2000 M GA 79
Allen 2000 M GA 42
Allan 2000 M GA 5
Alan 2001 M GA 82
Allen 2001 M GA 45
Allan 2001 M GA 11
Alan 2002 M GA 97
Allen 2002 M GA 42
Allan 2002 M GA 15
Alan 2003 M GA 104
Allen 2003 M GA 38
Allan 2003 M GA 24
Alan 2004 M GA 125
Allen 2004 M GA 44
Allan 2004 M GA 20
Alan 2005 M GA 121
Allen 2005 M GA 46
Allan 2005 M GA 25
Alan 2006 M GA 149
Allen 2006 M GA 30
Allan 2006 M GA 19
Alan 2007 M GA 138
Allen 2007 M GA 43
Allan 2007 M GA 24
Alan 2008 M GA 121
Allen 2008 M GA 38
Allan 2008 M GA 21
Alan 2009 M GA 107
Allen 2009 M GA 36
Allan 2009 M GA 12
Alan 2010 M GA 84
Allen 2010 M GA 32
Allan 2010 M GA 13
Alan 2011 M GA 89
Allen 2011 M GA 42
Allan 2011 M GA 5
Alan 2012 M GA 62
Allen 2012 M GA 32
Allan 2012 M GA 10
Alan 2013 M GA 66
Allen 2013 M GA 36
Allan 2013 M GA 15
Alan 2014 M GA 72
Allen 2014 M GA 24
Allan 2014 M GA 9
Alan 1997 M HI 5
Alan 1998 M HI 8
Allen 1999 M HI 7
Alan 1999 M HI 5
Alan 2000 M HI 8
Allen 2000 M HI 7
Alan 2001 M HI 5
Allen 2001 M HI 5
Allen 2002 M HI 6
Alan 2003 M HI 7
Alan 2004 M HI 11
Alan 2005 M HI 7
Allen 2008 M HI 5
Allen 2011 M HI 5
Allen 2012 M HI 7
Alan 1997 M IA 13
Allen 1997 M IA 10
Alan 1998 M IA 15
Allen 1998 M IA 11
Allan 1998 M IA 6
Alan 1999 M IA 24
Allen 1999 M IA 9
Alan 2000 M IA 12
Allen 2000 M IA 9
Alan 2001 M IA 15
Allen 2001 M IA 9
Allen 2002 M IA 16
Alan 2002 M IA 12
Allan 2002 M IA 5
Alan 2003 M IA 12
Allan 2003 M IA 5
Allen 2003 M IA 5
Alan 2004 M IA 18
Allen 2004 M IA 12
Alan 2005 M IA 17
Allen 2005 M IA 10
Alan 2006 M IA 27
Allen 2006 M IA 8
Alan 2007 M IA 21
Allen 2007 M IA 11
Allan 2007 M IA 7
Alan 2008 M IA 15
Allan 2008 M IA 6
Allen 2008 M IA 5
Alan 2009 M IA 21
Allen 2009 M IA 10
Alan 2010 M IA 10
Allen 2010 M IA 7
Alan 2011 M IA 15
Allen 2011 M IA 14
Alan 2012 M IA 12
Allen 2012 M IA 6
Alan 2013 M IA 19
Alan 2014 M IA 13
Alan 1997 M ID 10
Allen 1997 M ID 6
Alan 1998 M ID 10
Allen 1998 M ID 6
Alan 1999 M ID 11
Alan 2000 M ID 8
Allen 2000 M ID 6
Alan 2001 M ID 6
Alan 2002 M ID 8
Allen 2002 M ID 6
Alan 2003 M ID 9
Allen 2003 M ID 5
Alan 2004 M ID 10
Allen 2004 M ID 5
Alan 2005 M ID 16
Allen 2005 M ID 7
Alan 2006 M ID 16
Allen 2006 M ID 5
Alan 2007 M ID 9
Alan 2008 M ID 12
Allen 2008 M ID 5
Alan 2009 M ID 12
Allen 2009 M ID 6
Alan 2010 M ID 6
Alan 2011 M ID 9
Allen 2011 M ID 6
Alan 2012 M ID 10
Alan 2013 M ID 9
Alan 2014 M ID 7
Alan 1997 M IL 89
Allen 1997 M IL 44
Allan 1997 M IL 18
Alan 1998 M IL 100
Allen 1998 M IL 53
Allan 1998 M IL 32
Alan 1999 M IL 97
Allen 1999 M IL 40
Allan 1999 M IL 24
Alan 2000 M IL 114
Allen 2000 M IL 60
Allan 2000 M IL 14
Alan 2001 M IL 134
Allen 2001 M IL 67
Allan 2001 M IL 24
Alan 2002 M IL 117
Allen 2002 M IL 61
Allan 2002 M IL 18
Alan 2003 M IL 172
Allen 2003 M IL 51
Allan 2003 M IL 28
Alan 2004 M IL 187
Allen 2004 M IL 46
Allan 2004 M IL 20
Alan 2005 M IL 169
Allen 2005 M IL 43
Allan 2005 M IL 26
Alan 2006 M IL 174
Allen 2006 M IL 42
Allan 2006 M IL 23
Alan 2007 M IL 169
Allen 2007 M IL 43
Allan 2007 M IL 19
Alan 2008 M IL 173
Allen 2008 M IL 27
Allan 2008 M IL 15
Alan 2009 M IL 162
Allen 2009 M IL 37
Allan 2009 M IL 20
Alan 2010 M IL 136
Allen 2010 M IL 39
Allan 2010 M IL 20
Alan 2011 M IL 128
Allen 2011 M IL 39
Allan 2011 M IL 11
Alan 2012 M IL 109
Allen 2012 M IL 39
Allan 2012 M IL 16
Alan 2013 M IL 141
Allen 2013 M IL 31
Allan 2013 M IL 19
Alan 2014 M IL 128
Allen 2014 M IL 36
Allan 2014 M IL 11
Alan 1997 M IN 39
Allen 1997 M IN 36
Allan 1997 M IN 6
Alan 1998 M IN 41
Allen 1998 M IN 27
Alan 1999 M IN 53
Allen 1999 M IN 22
Allan 1999 M IN 10
Alan 2000 M IN 38
Allen 2000 M IN 25
Allan 2000 M IN 13
Alan 2001 M IN 52
Allen 2001 M IN 28
Allan 2001 M IN 10
Alan 2002 M IN 39
Allen 2002 M IN 28
Allan 2002 M IN 7
Alan 2003 M IN 41
Allen 2003 M IN 38
Allan 2003 M IN 6
Alan 2004 M IN 40
Allen 2004 M IN 27
Allan 2004 M IN 9
Alan 2005 M IN 50
Allen 2005 M IN 25
Alan 2006 M IN 58
Allen 2006 M IN 25
Allan 2006 M IN 5
Alan 2007 M IN 53
Allen 2007 M IN 21
Allan 2007 M IN 5
Alan 2008 M IN 48
Allen 2008 M IN 27
Allan 2008 M IN 7
Alan 2009 M IN 54
Allen 2009 M IN 29
Allan 2009 M IN 6
Alan 2010 M IN 47
Allen 2010 M IN 18
Allan 2010 M IN 8
Alan 2011 M IN 28
Allen 2011 M IN 25
Alan 2012 M IN 35
Allen 2012 M IN 11
Alan 2013 M IN 33
Allen 2013 M IN 28
Allan 2013 M IN 5
Alan 2014 M IN 25
Allen 2014 M IN 15
Alan 1997 M KS 17
Allen 1997 M KS 8
Alan 1998 M KS 17
Allen 1998 M KS 11
Alan 1999 M KS 9
Allen 1999 M KS 9
Alan 2000 M KS 14
Allen 2000 M KS 10
Alan 2001 M KS 25
Allen 2001 M KS 13
Alan 2002 M KS 28
Allen 2002 M KS 12
Alan 2003 M KS 27
Allen 2003 M KS 12
Alan 2004 M KS 28
Allen 2004 M KS 11
Allan 2004 M KS 8
Alan 2005 M KS 33
Alan 2006 M KS 35
Allen 2006 M KS 9
Alan 2007 M KS 32
Allen 2007 M KS 14
Alan 2008 M KS 27
Allen 2008 M KS 11
Alan 2009 M KS 25
Allen 2009 M KS 8
Alan 2010 M KS 26
Alan 2011 M KS 20
Allen 2011 M KS 8
Alan 2012 M KS 20
Alan 2013 M KS 21
Allen 2013 M KS 9
Alan 2014 M KS 17
Allen 2014 M KS 8
Allen 1997 M KY 19
Alan 1997 M KY 12
Allen 1998 M KY 22
Alan 1998 M KY 12
Allen 1999 M KY 26
Alan 1999 M KY 11
Allen 2000 M KY 15
Alan 2000 M KY 13
Allen 2001 M KY 21
Alan 2001 M KY 20
Allen 2002 M KY 15
Alan 2002 M KY 14
Allen 2003 M KY 19
Alan 2003 M KY 17
Allen 2004 M KY 13
Alan 2004 M KY 12
Alan 2005 M KY 20
Allen 2005 M KY 12
Allen 2006 M KY 23
Alan 2006 M KY 17
Allan 2006 M KY 7
Alan 2007 M KY 20
Allen 2007 M KY 13
Alan 2008 M KY 16
Allen 2008 M KY 16
Alan 2009 M KY 24
Allen 2009 M KY 12
Allen 2010 M KY 17
Alan 2010 M KY 13
Allen 2011 M KY 13
Alan 2011 M KY 12
Allen 2012 M KY 9
Alan 2012 M KY 8
Alan 2013 M KY 18
Allen 2013 M KY 18
Alan 2014 M KY 20
Allen 2014 M KY 9
Allen 1997 M LA 45
Alan 1997 M LA 19
Allan 1997 M LA 8
Allen 1998 M LA 28
Alan 1998 M LA 25
Allen 1999 M LA 36
Alan 1999 M LA 13
Allen 2000 M LA 30
Alan 2000 M LA 18
Allan 2000 M LA 5
Allen 2001 M LA 39
Alan 2001 M LA 13
Allen 2002 M LA 36
Alan 2002 M LA 10
Allen 2003 M LA 19
Alan 2003 M LA 14
Allen 2004 M LA 27
Alan 2004 M LA 17
Allen 2005 M LA 32
Alan 2005 M LA 16
Allen 2006 M LA 25
Alan 2006 M LA 24
Allen 2007 M LA 25
Alan 2007 M LA 20
Allen 2008 M LA 20
Alan 2008 M LA 5
Allen 2009 M LA 18
Alan 2009 M LA 15
Allen 2010 M LA 18
Alan 2010 M LA 14
Allen 2011 M LA 18
Alan 2011 M LA 14
Allen 2012 M LA 23
Alan 2012 M LA 16
Allan 2012 M LA 5
Alan 2013 M LA 10
Allen 2013 M LA 10
Allan 2013 M LA 7
Alan 2014 M LA 15
Allen 2014 M LA 12
Allan 2014 M LA 5
Alan 1997 M MA 44
Allen 1997 M MA 22
Allan 1997 M MA 7
Alan 1998 M MA 28
Allen 1998 M MA 18
Allan 1998 M MA 8
Alan 1999 M MA 33
Allen 1999 M MA 16
Allan 1999 M MA 13
Alan 2000 M MA 35
Allen 2000 M MA 16
Allan 2000 M MA 8
Alan 2001 M MA 27
Allen 2001 M MA 17
Allan 2001 M MA 13
Alan 2002 M MA 30
Allen 2002 M MA 15
Alan 2003 M MA 25
Allan 2003 M MA 18
Allen 2003 M MA 17
Alan 2004 M MA 25
Allen 2004 M MA 14
Allan 2004 M MA 5
Alan 2005 M MA 41
Allen 2005 M MA 20
Allan 2005 M MA 9
Alan 2006 M MA 27
Allen 2006 M MA 16
Alan 2007 M MA 24
Allen 2007 M MA 13
Allan 2007 M MA 5
Alan 2008 M MA 31
Allan 2008 M MA 8
Allen 2008 M MA 7
Allen 2009 M MA 16
Alan 2009 M MA 15
Allan 2009 M MA 11
Alan 2010 M MA 24
Allen 2010 M MA 7
Allan 2010 M MA 5
Alan 2011 M MA 24
Allen 2011 M MA 14
Alan 2012 M MA 25
Allen 2012 M MA 7
Alan 2013 M MA 15
Allen 2013 M MA 12
Allan 2013 M MA 5
Alan 2014 M MA 32
Allen 2014 M MA 9
Allan 2014 M MA 6
Alan 1997 M MD 27
Allen 1997 M MD 22
Allan 1997 M MD 7
Allen 1998 M MD 24
Alan 1998 M MD 20
Allan 1998 M MD 10
Alan 1999 M MD 28
Allen 1999 M MD 25
Allan 1999 M MD 9
Alan 2000 M MD 23
Allen 2000 M MD 15
Alan 2001 M MD 32
Allen 2001 M MD 27
Allan 2001 M MD 10
Allen 2002 M MD 25
Alan 2002 M MD 15
Allan 2002 M MD 5
Alan 2003 M MD 32
Allen 2003 M MD 24
Allan 2003 M MD 5
Alan 2004 M MD 41
Allen 2004 M MD 21
Allan 2004 M MD 9
Alan 2005 M MD 32
Allen 2005 M MD 25
Allan 2005 M MD 6
Alan 2006 M MD 40
Allen 2006 M MD 20
Allan 2006 M MD 9
Alan 2007 M MD 39
Allen 2007 M MD 14
Allan 2007 M MD 5
Alan 2008 M MD 30
Allen 2008 M MD 21
Allan 2008 M MD 7
Alan 2009 M MD 35
Allen 2009 M MD 16
Allan 2009 M MD 14
Alan 2010 M MD 24
Allen 2010 M MD 16
Allan 2010 M MD 6
Alan 2011 M MD 22
Allen 2011 M MD 15
Allan 2011 M MD 8
Alan 2012 M MD 22
Allen 2012 M MD 17
Allan 2012 M MD 5
Alan 2013 M MD 22
Allen 2013 M MD 14
Allan 2013 M MD 6
Alan 2014 M MD 32
Allen 2014 M MD 12
Allan 2014 M MD 6
Alan 1997 M ME 12
Allen 1997 M ME 8
Alan 2000 M ME 7
Alan 2001 M ME 6
Allen 2002 M ME 5
Alan 2003 M ME 7
Allen 2005 M ME 5
Alan 2007 M ME 7
Allen 2009 M ME 7
Alan 2009 M ME 5
Alan 1997 M MI 61
Allen 1997 M MI 49
Allan 1997 M MI 9
Alan 1998 M MI 58
Allen 1998 M MI 52
Allan 1998 M MI 17
Allen 1999 M MI 52
Alan 1999 M MI 46
Allan 1999 M MI 11
Allen 2000 M MI 64
Alan 2000 M MI 55
Allan 2000 M MI 16
Alan 2001 M MI 60
Allen 2001 M MI 50
Allan 2001 M MI 11
Alan 2002 M MI 46
Allen 2002 M MI 42
Allan 2002 M MI 7
Alan 2003 M MI 51
Allen 2003 M MI 37
Allan 2003 M MI 10
Alan 2004 M MI 43
Allen 2004 M MI 41
Allan 2004 M MI 10
Alan 2005 M MI 51
Allen 2005 M MI 33
Allan 2005 M MI 19
Alan 2006 M MI 53
Allen 2006 M MI 30
Allan 2006 M MI 9
Alan 2007 M MI 51
Allen 2007 M MI 41
Allan 2007 M MI 12
Alan 2008 M MI 40
Allen 2008 M MI 37
Allan 2008 M MI 9
Alan 2009 M MI 32
Allen 2009 M MI 28
Allan 2009 M MI 7
Allen 2010 M MI 37
Alan 2010 M MI 31
Allan 2010 M MI 12
Alan 2011 M MI 40
Allen 2011 M MI 25
Allan 2011 M MI 9
Alan 2012 M MI 41
Allen 2012 M MI 23
Allan 2012 M MI 5
Alan 2013 M MI 33
Allen 2013 M MI 22
Allan 2013 M MI 6
Alan 2014 M MI 38
Allen 2014 M MI 21
Allan 2014 M MI 8
Alan 1997 M MN 25
Allen 1997 M MN 24
Allan 1997 M MN 5
Alan 1998 M MN 23
Allen 1998 M MN 17
Allan 1998 M MN 9
Alan 1999 M MN 29
Allen 1999 M MN 17
Allen 2000 M MN 28
Alan 2000 M MN 25
Alan 2001 M MN 23
Allen 2001 M MN 11
Allan 2001 M MN 7
Alan 2002 M MN 29
Allen 2002 M MN 20
Alan 2003 M MN 30
Allan 2003 M MN 10
Allen 2003 M MN 9
Alan 2004 M MN 30
Allen 2004 M MN 22
Allan 2004 M MN 8
Alan 2005 M MN 37
Allen 2005 M MN 19
Allan 2005 M MN 5
Alan 2006 M MN 42
Allen 2006 M MN 10
Allan 2006 M MN 8
Alan 2007 M MN 31
Allen 2007 M MN 18
Allan 2007 M MN 6
Alan 2008 M MN 27
Allen 2008 M MN 14
Allan 2008 M MN 6
Alan 2009 M MN 34
Allen 2009 M MN 18
Allan 2009 M MN 6
Allen 2010 M MN 15
Alan 2010 M MN 14
Allan 2010 M MN 6
Alan 2011 M MN 23
Allen 2011 M MN 17
Allan 2011 M MN 5
Alan 2012 M MN 23
Allen 2012 M MN 11
Allan 2012 M MN 6
Alan 2013 M MN 31
Allen 2013 M MN 9
Allan 2013 M MN 5
Alan 2014 M MN 17
Allen 2014 M MN 13
Allan 2014 M MN 5
Allen 1997 M MO 31
Alan 1997 M MO 25
Allan 1997 M MO 6
Alan 1998 M MO 29
Allen 1998 M MO 24
Allan 1998 M MO 7
Allen 1999 M MO 35
Alan 1999 M MO 28
Allen 2000 M MO 26
Alan 2000 M MO 20
Allan 2000 M MO 8
Alan 2001 M MO 31
Allen 2001 M MO 19
Allan 2001 M MO 8
Allen 2002 M MO 20
Alan 2002 M MO 16
Alan 2003 M MO 22
Allen 2003 M MO 16
Alan 2004 M MO 31
Allen 2004 M MO 29
Allan 2004 M MO 9
Alan 2005 M MO 23
Allen 2005 M MO 20
Allen 2006 M MO 28
Alan 2006 M MO 24
Alan 2007 M MO 34
Allen 2007 M MO 18
Allen 2008 M MO 27
Alan 2008 M MO 22
Allan 2008 M MO 6
Alan 2009 M MO 30
Allen 2009 M MO 13
Alan 2010 M MO 18
Allen 2010 M MO 17
Allan 2010 M MO 5
Allen 2011 M MO 18
Alan 2011 M MO 14
Alan 2012 M MO 16
Allen 2012 M MO 16
Alan 2013 M MO 19
Allen 2013 M MO 15
Alan 2014 M MO 19
Allen 2014 M MO 9
Allen 1997 M MS 17
Alan 1997 M MS 6
Allen 1998 M MS 12
Alan 1998 M MS 9
Allen 1999 M MS 20
Alan 1999 M MS 9
Allen 2000 M MS 19
Alan 2000 M MS 8
Allen 2001 M MS 20
Alan 2001 M MS 10
Alan 2002 M MS 10
Allen 2002 M MS 10
Allen 2003 M MS 22
Alan 2003 M MS 8
Allen 2004 M MS 19
Alan 2004 M MS 9
Allen 2005 M MS 19
Alan 2005 M MS 17
Allen 2006 M MS 18
Alan 2006 M MS 14
Allen 2007 M MS 19
Alan 2007 M MS 14
Alan 2008 M MS 14
Allen 2008 M MS 14
Alan 2009 M MS 8
Allen 2009 M MS 8
Allen 2010 M MS 12
Alan 2010 M MS 9
Alan 2011 M MS 10
Allen 2011 M MS 9
Allen 2012 M MS 11
Alan 2012 M MS 8
Allen 2013 M MS 11
Allen 2014 M MS 8
Alan 2014 M MS 7
Allen 1999 M MT 6
Alan 2013 M MT 5
Allen 1997 M NC 46
Alan 1997 M NC 33
Allan 1997 M NC 6
Allen 1998 M NC 51
Alan 1998 M NC 48
Allan 1998 M NC 7
Alan 1999 M NC 51
Allen 1999 M NC 44
Allan 1999 M NC 15
Alan 2000 M NC 70
Allen 2000 M NC 56
Allan 2000 M NC 16
Alan 2001 M NC 66
Allen 2001 M NC 39
Allan 2001 M NC 14
Alan 2002 M NC 74
Allen 2002 M NC 43
Allan 2002 M NC 11
Alan 2003 M NC 87
Allen 2003 M NC 51
Allan 2003 M NC 15
Alan 2004 M NC 95
Allen 2004 M NC 36
Allan 2004 M NC 16
Alan 2005 M NC 97
Allen 2005 M NC 37
Allan 2005 M NC 15
Alan 2006 M NC 128
Allen 2006 M NC 41
Allan 2006 M NC 13
Alan 2007 M NC 99
Allen 2007 M NC 32
Allan 2007 M NC 12
Alan 2008 M NC 86
Allen 2008 M NC 31
Allan 2008 M NC 15
Alan 2009 M NC 88
Allen 2009 M NC 35
Allan 2009 M NC 15
Alan 2010 M NC 73
Allen 2010 M NC 28
Allan 2010 M NC 11
Alan 2011 M NC 61
Allen 2011 M NC 29
Allan 2011 M NC 11
Alan 2012 M NC 65
Allen 2012 M NC 28
Allan 2012 M NC 6
Alan 2013 M NC 85
Allen 2013 M NC 30
Allan 2013 M NC 8
Alan 2014 M NC 71
Allen 2014 M NC 25
Allan 2014 M NC 9
Alan 1997 M ND 5
Alan 2013 M ND 5
Alan 1997 M NE 7
Allen 1997 M NE 5
Allen 1998 M NE 10
Alan 1998 M NE 7
Alan 1999 M NE 10
Allen 1999 M NE 6
Alan 2000 M NE 7
Alan 2001 M NE 10
Allen 2001 M NE 5
Alan 2002 M NE 10
Allen 2002 M NE 9
Alan 2003 M NE 6
Allen 2003 M NE 5
Alan 2004 M NE 7
Alan 2005 M NE 11
Allen 2005 M NE 6
Allan 2005 M NE 5
Alan 2006 M NE 16
Allen 2006 M NE 5
Alan 2007 M NE 16
Allen 2007 M NE 11
Allen 2008 M NE 11
Alan 2008 M NE 7
Alan 2009 M NE 22
Alan 2010 M NE 14
Alan 2011 M NE 13
Allen 2011 M NE 5
Alan 2012 M NE 20
Alan 2013 M NE 13
Alan 2014 M NE 11
Allen 2014 M NE 6
Alan 1997 M NH 9
Allen 1997 M NH 5
Alan 1999 M NH 5
Alan 2000 M NH 5
Alan 2001 M NH 7
Alan 2003 M NH 5
Alan 2004 M NH 5
Alan 2005 M NH 9
Alan 2006 M NH 8
Alan 2014 M NH 6
Alan 1997 M NJ 49
Allen 1997 M NJ 24
Allan 1997 M NJ 17
Alan 1998 M NJ 45
Allen 1998 M NJ 28
Allan 1998 M NJ 11
Alan 1999 M NJ 52
Allen 1999 M NJ 30
Allan 1999 M NJ 16
Alan 2000 M NJ 66
Allen 2000 M NJ 28
Allan 2000 M NJ 9
Alan 2001 M NJ 56
Allen 2001 M NJ 34
Allan 2001 M NJ 14
Alan 2002 M NJ 69
Allen 2002 M NJ 27
Allan 2002 M NJ 16
Alan 2003 M NJ 65
Allen 2003 M NJ 36
Allan 2003 M NJ 23
Alan 2004 M NJ 56
Allan 2004 M NJ 28
Allen 2004 M NJ 28
Alan 2005 M NJ 62
Allan 2005 M NJ 24
Allen 2005 M NJ 23
Alan 2006 M NJ 65
Allen 2006 M NJ 20
Allan 2006 M NJ 16
Alan 2007 M NJ 60
Allan 2007 M NJ 22
Allen 2007 M NJ 18
Alan 2008 M NJ 65
Allen 2008 M NJ 24
Allan 2008 M NJ 13
Alan 2009 M NJ 78
Allen 2009 M NJ 25
Allan 2009 M NJ 16
Alan 2010 M NJ 66
Allen 2010 M NJ 16
Allan 2010 M NJ 8
Alan 2011 M NJ 65
Allen 2011 M NJ 23
Allan 2011 M NJ 12
Alan 2012 M NJ 62
Allen 2012 M NJ 13
Allan 2012 M NJ 11
Alan 2013 M NJ 60
Allan 2013 M NJ 17
Allen 2013 M NJ 15
Alan 2014 M NJ 69
Allen 2014 M NJ 20
Allan 2014 M NJ 15
Alan 1997 M NM 16
Alan 1998 M NM 20
Allen 1998 M NM 6
Allan 1998 M NM 5
Alan 1999 M NM 24
Allen 1999 M NM 12
Allan 1999 M NM 5
Alan 2000 M NM 20
Allen 2000 M NM 9
Alan 2001 M NM 23
Allen 2001 M NM 7
Alan 2002 M NM 20
Allen 2002 M NM 6
Alan 2003 M NM 24
Allen 2003 M NM 10
Alan 2004 M NM 17
Allen 2004 M NM 5
Alan 2005 M NM 30
Allen 2005 M NM 7
Alan 2006 M NM 34
Allen 2006 M NM 12
Allan 2006 M NM 7
Alan 2007 M NM 31
Allen 2007 M NM 8
Alan 2008 M NM 25
Allen 2008 M NM 5
Alan 2009 M NM 20
Allen 2009 M NM 5
Alan 2010 M NM 18
Alan 2011 M NM 22
Alan 2012 M NM 22
Allen 2012 M NM 5
Alan 2013 M NM 22
Allen 2013 M NM 9
Alan 2014 M NM 15
Allen 2014 M NM 7
Alan 1997 M NV 21
Allen 1997 M NV 7
Alan 1998 M NV 19
Allen 1998 M NV 14
Alan 1999 M NV 28
Allen 1999 M NV 13
Allan 1999 M NV 10
Alan 2000 M NV 29
Allen 2000 M NV 10
Allan 2000 M NV 8
Alan 2001 M NV 41
Allen 2001 M NV 15
Allan 2001 M NV 5
Alan 2002 M NV 38
Allan 2002 M NV 9
Allen 2002 M NV 8
Alan 2003 M NV 41
Allen 2003 M NV 10
Allan 2003 M NV 7
Alan 2004 M NV 35
Allen 2004 M NV 14
Allan 2004 M NV 9
Alan 2005 M NV 55
Allen 2005 M NV 7
Alan 2006 M NV 57
Allen 2006 M NV 8
Allan 2006 M NV 6
Alan 2007 M NV 57
Allen 2007 M NV 13
Allan 2007 M NV 6
Alan 2008 M NV 47
Allen 2008 M NV 7
Allan 2008 M NV 6
Alan 2009 M NV 46
Allen 2009 M NV 6
Allan 2009 M NV 5
Alan 2010 M NV 37
Alan 2011 M NV 19
Allen 2011 M NV 9
Alan 2012 M NV 32
Allen 2012 M NV 12
Alan 2013 M NV 30
Allan 2013 M NV 6
Alan 2014 M NV 31
Allen 2014 M NV 5
Alan 1997 M NY 134
Allen 1997 M NY 101
Allan 1997 M NY 61
Alan 1998 M NY 129
Allen 1998 M NY 84
Allan 1998 M NY 54
Alan 1999 M NY 118
Allen 1999 M NY 85
Allan 1999 M NY 53
Alan 2000 M NY 131
Allen 2000 M NY 80
Allan 2000 M NY 43
Alan 2001 M NY 140
Allen 2001 M NY 84
Allan 2001 M NY 51
Alan 2002 M NY 160
Allen 2002 M NY 109
Allan 2002 M NY 46
Alan 2003 M NY 192
Allen 2003 M NY 94
Allan 2003 M NY 61
Alan 2004 M NY 167
Allen 2004 M NY 101
Allan 2004 M NY 56
Alan 2005 M NY 146
Allen 2005 M NY 85
Allan 2005 M NY 53
Alan 2006 M NY 159
Allen 2006 M NY 80
Allan 2006 M NY 28
Alan 2007 M NY 162
Allen 2007 M NY 80
Allan 2007 M NY 41
Alan 2008 M NY 159
Allen 2008 M NY 80
Allan 2008 M NY 28
Alan 2009 M NY 146
Allen 2009 M NY 66
Allan 2009 M NY 36
Alan 2010 M NY 142
Allen 2010 M NY 74
Allan 2010 M NY 34
Alan 2011 M NY 141
Allen 2011 M NY 75
Allan 2011 M NY 31
Alan 2012 M NY 137
Allen 2012 M NY 85
Allan 2012 M NY 35
Alan 2013 M NY 159
Allen 2013 M NY 64
Allan 2013 M NY 27
Alan 2014 M NY 147
Allen 2014 M NY 50
Allan 2014 M NY 26
Allen 1997 M OH 80
Alan 1997 M OH 65
Allan 1997 M OH 12
Allen 1998 M OH 64
Alan 1998 M OH 60
Allan 1998 M OH 18
Allen 1999 M OH 61
Alan 1999 M OH 48
Allan 1999 M OH 8
Allen 2000 M OH 79
Alan 2000 M OH 64
Allan 2000 M OH 10
Allen 2001 M OH 70
Alan 2001 M OH 51
Allan 2001 M OH 11
Allen 2002 M OH 60
Alan 2002 M OH 44
Allan 2002 M OH 8
Allen 2003 M OH 71
Alan 2003 M OH 54
Allan 2003 M OH 10
Allen 2004 M OH 55
Alan 2004 M OH 53
Allan 2004 M OH 14
Alan 2005 M OH 64
Allen 2005 M OH 43
Alan 2006 M OH 58
Allen 2006 M OH 50
Allan 2006 M OH 14
Allen 2007 M OH 59
Alan 2007 M OH 54
Allan 2007 M OH 10
Allen 2008 M OH 49
Alan 2008 M OH 40
Allan 2008 M OH 8
Alan 2009 M OH 43
Allen 2009 M OH 38
Allan 2009 M OH 11
Allen 2010 M OH 45
Alan 2010 M OH 41
Allan 2010 M OH 6
Allen 2011 M OH 36
Alan 2011 M OH 35
Allan 2011 M OH 7
Allen 2012 M OH 51
Alan 2012 M OH 25
Allan 2012 M OH 5
Alan 2013 M OH 43
Allen 2013 M OH 41
Allan 2013 M OH 7
Allen 2014 M OH 38
Alan 2014 M OH 33
Allan 2014 M OH 7
Alan 1997 M OK 27
Allen 1997 M OK 16
Alan 1998 M OK 14
Allen 1998 M OK 13
Alan 1999 M OK 21
Allen 1999 M OK 12
Alan 2000 M OK 18
Allen 2000 M OK 16
Alan 2001 M OK 21
Allen 2001 M OK 17
Alan 2002 M OK 25
Allen 2002 M OK 12
Alan 2003 M OK 29
Allen 2003 M OK 11
Alan 2004 M OK 27
Allen 2004 M OK 25
Alan 2005 M OK 35
Allen 2005 M OK 11
Allan 2005 M OK 6
Alan 2006 M OK 34
Allen 2006 M OK 18
Allan 2006 M OK 6
Alan 2007 M OK 37
Allen 2007 M OK 12
Allan 2007 M OK 6
Alan 2008 M OK 29
Allen 2008 M OK 12
Alan 2009 M OK 29
Allen 2009 M OK 10
Allan 2009 M OK 7
Alan 2010 M OK 29
Allen 2010 M OK 11
Alan 2011 M OK 21
Allen 2011 M OK 15
Alan 2012 M OK 26
Allan 2012 M OK 5
Allen 2012 M OK 5
Alan 2013 M OK 38
Allen 2013 M OK 13
Allan 2013 M OK 9
Alan 2014 M OK 25
Allen 2014 M OK 14
Alan 1997 M OR 21
Allen 1997 M OR 10
Allan 1997 M OR 5
Alan 1998 M OR 23
Allen 1998 M OR 15
Allan 1998 M OR 5
Alan 1999 M OR 34
Allen 1999 M OR 8
Alan 2000 M OR 20
Allen 2000 M OR 14
Alan 2001 M OR 28
Allen 2001 M OR 13
Allan 2001 M OR 7
Alan 2002 M OR 32
Allen 2002 M OR 12
Alan 2003 M OR 32
Allan 2003 M OR 12
Allen 2003 M OR 10
Alan 2004 M OR 27
Allen 2004 M OR 13
Allan 2004 M OR 8
Alan 2005 M OR 42
Allen 2005 M OR 13
Allan 2005 M OR 5
Alan 2006 M OR 40
Allen 2006 M OR 22
Allan 2006 M OR 9
Alan 2007 M OR 42
Allen 2007 M OR 13
Allan 2007 M OR 7
Alan 2008 M OR 36
Allen 2008 M OR 7
Alan 2009 M OR 29
Alan 2010 M OR 29
Allan 2010 M OR 6
Allen 2010 M OR 5
Alan 2011 M OR 36
Allen 2011 M OR 10
Allan 2011 M OR 8
Alan 2012 M OR 12
Allen 2012 M OR 8
Allan 2012 M OR 6
Alan 2013 M OR 36
Allen 2013 M OR 9
Alan 2014 M OR 31
Allen 2014 M OR 5
Allen 1997 M PA 61
Alan 1997 M PA 58
Allan 1997 M PA 15
Allen 1998 M PA 63
Alan 1998 M PA 54
Allan 1998 M PA 15
Alan 1999 M PA 56
Allen 1999 M PA 56
Allan 1999 M PA 9
Allen 2000 M PA 56
Alan 2000 M PA 51
Allan 2000 M PA 12
Allen 2001 M PA 57
Alan 2001 M PA 50
Allan 2001 M PA 9
Allen 2002 M PA 47
Alan 2002 M PA 43
Allan 2002 M PA 12
Allen 2003 M PA 52
Alan 2003 M PA 49
Allan 2003 M PA 13
Allen 2004 M PA 52
Alan 2004 M PA 46
Allan 2004 M PA 12
Allen 2005 M PA 64
Alan 2005 M PA 41
Allan 2005 M PA 18
Allen 2006 M PA 68
Alan 2006 M PA 57
Allan 2006 M PA 10
Allen 2007 M PA 52
Alan 2007 M PA 51
Allan 2007 M PA 14
Allen 2008 M PA 48
Alan 2008 M PA 47
Allan 2008 M PA 13
Allen 2009 M PA 46
Alan 2009 M PA 42
Allan 2009 M PA 17
Alan 2010 M PA 41
Allen 2010 M PA 36
Allan 2010 M PA 6
Allen 2011 M PA 53
Alan 2011 M PA 40
Allan 2011 M PA 6
Allen 2012 M PA 47
Alan 2012 M PA 40
Allan 2012 M PA 6
Alan 2013 M PA 46
Allen 2013 M PA 45
Allan 2013 M PA 11
Alan 2014 M PA 38
Allen 2014 M PA 38
Allan 2014 M PA 8
Alan 1999 M RI 6
Alan 2000 M RI 6
Allen 2001 M RI 7
Allen 2002 M RI 6
Alan 2003 M RI 7
Allen 2005 M RI 5
Alan 2006 M RI 10
Alan 2007 M RI 6
Allen 1997 M SC 29
Alan 1997 M SC 18
Allen 1998 M SC 28
Alan 1998 M SC 14
Allen 1999 M SC 28
Alan 1999 M SC 20
Allen 2000 M SC 22
Alan 2000 M SC 15
Allen 2001 M SC 23
Alan 2001 M SC 20
Alan 2002 M SC 25
Allen 2002 M SC 21
Allan 2002 M SC 6
Allen 2003 M SC 26
Alan 2003 M SC 25
Allan 2003 M SC 5
Alan 2004 M SC 26
Allen 2004 M SC 13
Allan 2004 M SC 6
Alan 2005 M SC 29
Allen 2005 M SC 15
Allan 2005 M SC 6
Alan 2006 M SC 36
Allen 2006 M SC 17
Allan 2006 M SC 6
Alan 2007 M SC 36
Allen 2007 M SC 27
Alan 2008 M SC 26
Allen 2008 M SC 16
Allan 2008 M SC 5
Alan 2009 M SC 27
Allen 2009 M SC 22
Alan 2010 M SC 20
Allen 2010 M SC 14
Alan 2011 M SC 23
Allen 2011 M SC 12
Allan 2011 M SC 7
Alan 2012 M SC 23
Allen 2012 M SC 11
Alan 2013 M SC 25
Allen 2013 M SC 14
Alan 2014 M SC 30
Allen 2014 M SC 15
Allen 1999 M SD 6
Allen 2001 M SD 7
Allen 2005 M SD 5
Alan 2008 M SD 5
Allen 2008 M SD 5
Alan 2009 M SD 5
Allen 2010 M SD 5
Allen 2013 M SD 5
Allen 1997 M TN 33
Alan 1997 M TN 26
Allan 1997 M TN 5
Allen 1998 M TN 37
Alan 1998 M TN 30
Allan 1998 M TN 5
Alan 1999 M TN 36
Allen 1999 M TN 32
Allen 2000 M TN 37
Alan 2000 M TN 33
Allan 2000 M TN 5
Allen 2001 M TN 28
Alan 2001 M TN 27
Alan 2002 M TN 41
Allen 2002 M TN 31
Allan 2002 M TN 8
Alan 2003 M TN 32
Allen 2003 M TN 16
Allan 2003 M TN 6
Alan 2004 M TN 41
Allen 2004 M TN 23
Allan 2004 M TN 9
Alan 2005 M TN 38
Allen 2005 M TN 27
Alan 2006 M TN 53
Allen 2006 M TN 29
Allan 2006 M TN 7
Alan 2007 M TN 51
Allen 2007 M TN 22
Allan 2007 M TN 7
Alan 2008 M TN 53
Allen 2008 M TN 21
Allan 2008 M TN 6
Alan 2009 M TN 31
Allen 2009 M TN 16
Allan 2009 M TN 8
Alan 2010 M TN 36
Allen 2010 M TN 21
Allan 2010 M TN 5
Alan 2011 M TN 40
Allen 2011 M TN 23
Alan 2012 M TN 31
Allen 2012 M TN 15
Alan 2013 M TN 40
Allen 2013 M TN 18
Alan 2014 M TN 38
Allen 2014 M TN 13
Allan 2014 M TN 8
Alan 1997 M TX 335
Allen 1997 M TX 111
Allan 1997 M TX 48
Alan 1998 M TX 309
Allen 1998 M TX 96
Allan 1998 M TX 59
Alan 1999 M TX 364
Allen 1999 M TX 117
Allan 1999 M TX 64
Alan 2000 M TX 381
Allen 2000 M TX 105
Allan 2000 M TX 49
Alan 2001 M TX 469
Allen 2001 M TX 116
Allan 2001 M TX 56
Alan 2002 M TX 419
Allen 2002 M TX 119
Allan 2002 M TX 57
Alan 2003 M TX 514
Allen 2003 M TX 114
Allan 2003 M TX 73
Alan 2004 M TX 517
Allen 2004 M TX 121
Allan 2004 M TX 67
Alan 2005 M TX 528
Allen 2005 M TX 116
Allan 2005 M TX 74
Alan 2006 M TX 538
Allen 2006 M TX 128
Allan 2006 M TX 50
Alan 2007 M TX 499
Allen 2007 M TX 105
Allan 2007 M TX 59
Alan 2008 M TX 497
Allen 2008 M TX 113
Allan 2008 M TX 70
Alan 2009 M TX 447
Allen 2009 M TX 91
Allan 2009 M TX 55
Alan 2010 M TX 420
Allen 2010 M TX 99
Allan 2010 M TX 46
Alan 2011 M TX 367
Allen 2011 M TX 89
Allan 2011 M TX 34
Alan 2012 M TX 393
Allen 2012 M TX 91
Allan 2012 M TX 46
Alan 2013 M TX 435
Allen 2013 M TX 71
Allan 2013 M TX 35
Alan 2014 M TX 446
Allen 2014 M TX 80
Allan 2014 M TX 39
Alan 1997 M UT 23
Allen 1997 M UT 7
Alan 1998 M UT 27
Allen 1998 M UT 7
Allan 1998 M UT 5
Alan 1999 M UT 32
Allen 1999 M UT 8
Alan 2000 M UT 15
Allen 2000 M UT 12
Alan 2001 M UT 32
Allen 2001 M UT 9
Allan 2001 M UT 7
Alan 2002 M UT 23
Allen 2002 M UT 8
Alan 2003 M UT 32
Alan 2004 M UT 25
Allen 2004 M UT 8
Allan 2004 M UT 5
Alan 2005 M UT 30
Allen 2005 M UT 9
Alan 2006 M UT 40
Allan 2006 M UT 10
Allen 2006 M UT 9
Alan 2007 M UT 27
Allen 2007 M UT 10
Allan 2007 M UT 8
Alan 2008 M UT 31
Allen 2008 M UT 9
Allan 2008 M UT 5
Alan 2009 M UT 46
Allan 2009 M UT 7
Allen 2009 M UT 6
Alan 2010 M UT 33
Allen 2010 M UT 9
Alan 2011 M UT 23
Allen 2011 M UT 9
Alan 2012 M UT 23
Allen 2012 M UT 10
Alan 2013 M UT 21
Alan 2014 M UT 26
Allen 2014 M UT 5
Allen 1997 M VA 38
Alan 1997 M VA 36
Allan 1997 M VA 6
Allen 1998 M VA 45
Alan 1998 M VA 41
Allan 1998 M VA 6
Allen 1999 M VA 36
Alan 1999 M VA 34
Allan 1999 M VA 6
Alan 2000 M VA 42
Allen 2000 M VA 36
Allan 2000 M VA 12
Alan 2001 M VA 46
Allen 2001 M VA 37
Allan 2001 M VA 9
Alan 2002 M VA 44
Allen 2002 M VA 33
Allan 2002 M VA 9
Alan 2003 M VA 52
Allen 2003 M VA 27
Allan 2003 M VA 12
Alan 2004 M VA 44
Allen 2004 M VA 26
Allan 2004 M VA 14
Alan 2005 M VA 42
Allen 2005 M VA 31
Allan 2005 M VA 12
Alan 2006 M VA 47
Allen 2006 M VA 40
Allan 2006 M VA 19
Alan 2007 M VA 51
Allen 2007 M VA 17
Allan 2007 M VA 8
Alan 2008 M VA 43
Allen 2008 M VA 33
Allan 2008 M VA 9
Alan 2009 M VA 42
Allen 2009 M VA 29
Allan 2009 M VA 5
Alan 2010 M VA 36
Allen 2010 M VA 20
Allan 2010 M VA 13
Alan 2011 M VA 42
Allen 2011 M VA 20
Allan 2011 M VA 6
Alan 2012 M VA 32
Allen 2012 M VA 29
Alan 2013 M VA 30
Allen 2013 M VA 18
Allan 2013 M VA 6
Alan 2014 M VA 30
Allen 2014 M VA 18
Alan 2001 M VT 5
Alan 1997 M WA 38
Allen 1997 M WA 31
Allan 1997 M WA 8
Alan 1998 M WA 38
Allen 1998 M WA 19
Allan 1998 M WA 8
Alan 1999 M WA 32
Allen 1999 M WA 22
Allan 1999 M WA 9
Alan 2000 M WA 43
Allen 2000 M WA 27
Allan 2000 M WA 10
Alan 2001 M WA 47
Allen 2001 M WA 19
Allan 2001 M WA 8
Alan 2002 M WA 49
Allen 2002 M WA 23
Allan 2002 M WA 5
Alan 2003 M WA 49
Allen 2003 M WA 19
Allan 2003 M WA 7
Alan 2004 M WA 65
Allen 2004 M WA 21
Allan 2004 M WA 9
Alan 2005 M WA 62
Allen 2005 M WA 24
Allan 2005 M WA 8
Alan 2006 M WA 57
Allen 2006 M WA 18
Allan 2006 M WA 11
Alan 2007 M WA 63
Allen 2007 M WA 23
Allan 2007 M WA 8
Alan 2008 M WA 53
Allen 2008 M WA 25
Allan 2008 M WA 7
Alan 2009 M WA 46
Allen 2009 M WA 14
Allan 2009 M WA 13
Alan 2010 M WA 55
Allen 2010 M WA 10
Allan 2010 M WA 7
Alan 2011 M WA 53
Allen 2011 M WA 13
Allan 2011 M WA 8
Alan 2012 M WA 46
Allan 2012 M WA 13
Allen 2012 M WA 12
Alan 2013 M WA 62
Allen 2013 M WA 20
Allan 2013 M WA 6
Alan 2014 M WA 45
Allen 2014 M WA 17
Allan 2014 M WA 11
Alan 1997 M WI 27
Allen 1997 M WI 27
Allan 1997 M WI 7
Allen 1998 M WI 28
Alan 1998 M WI 19
Allan 1998 M WI 6
Alan 1999 M WI 23
Allen 1999 M WI 16
Allan 1999 M WI 6
Alan 2000 M WI 26
Allen 2000 M WI 19
Allan 2000 M WI 12
Alan 2001 M WI 22
Allen 2001 M WI 20
Allan 2001 M WI 7
Alan 2002 M WI 24
Allen 2002 M WI 24
Allan 2002 M WI 6
Allen 2003 M WI 26
Alan 2003 M WI 24
Allan 2003 M WI 5
Alan 2004 M WI 26
Allen 2004 M WI 15
Allan 2004 M WI 8
Alan 2005 M WI 32
Allen 2005 M WI 22
Allan 2005 M WI 8
Alan 2006 M WI 38
Allen 2006 M WI 15
Alan 2007 M WI 34
Allen 2007 M WI 17
Allan 2007 M WI 7
Alan 2008 M WI 34
Allen 2008 M WI 9
Allan 2008 M WI 8
Alan 2009 M WI 33
Allen 2009 M WI 16
Alan 2010 M WI 34
Allen 2010 M WI 12
Allan 2010 M WI 7
Alan 2011 M WI 28
Allen 2011 M WI 9
Alan 2012 M WI 24
Allen 2012 M WI 17
Alan 2013 M WI 35
Allen 2013 M WI 18
Allan 2013 M WI 6
Alan 2014 M WI 17
Allen 2014 M WI 11
Allen 1997 M WV 6
Alan 1997 M WV 5
Allen 1998 M WV 8
Allan 1998 M WV 6
Allen 1999 M WV 8
Allen 2001 M WV 13
Alan 2002 M WV 6
Allen 2002 M WV 6
Allen 2003 M WV 9
Allen 2004 M WV 8
Alan 2004 M WV 6
Allen 2006 M WV 12
Alan 2007 M WV 6
Allen 2007 M WV 6
Allen 2008 M WV 7
Allen 2009 M WV 7
Allen 2010 M WV 5
Allen 2011 M WV 7
Allen 2013 M WV 7
Alan 2014 M WV 6
Allen 2014 M WV 5
Alan 2011 M WY 5
Code
allan_names |>
  group_by(Name, Year) |>
  summarize(Total = sum(Count)) |>
  ggplot(mapping = aes(x = Year,
                       y = Total,
                       color = Name)) +
  geom_line() +
  labs(y = NULL,
       title = "Total Number of Allans Born Between 1997-2014") +
  scale_x_continuous(breaks = seq(1997, 2014, by = 1), 
                     guide =  guide_axis(n.dodge = 2)) +
  scale_y_continuous(breaks = seq(0, 3500, by = 1000), 
                     limits = c(0, 3500)) + 
  theme(plot.title = element_text(face = "bold",
                                  hjust = 0.5)) 

Code
allan <- allan_names |>
  pivot_wider(names_from = "Name",
              values_from = "Count",
              values_fill = 0) |>
  filter(Year == 2000) |>
  mutate(
         Total = Allan + Allen + Alan,
         AllanProp = Allan/Total,
         AllenProp = Allen/Total,
         AlanProp = Alan/Total,
         OverallProp = Total/sum(Total)) |>
  select(Year, Sex, State, Allen, AllenProp, Alan, AlanProp, Allan, AllanProp, Total, OverallProp) |>
  print()
# A tibble: 43 × 11
    Year Sex   State Allen AllenProp  Alan AlanProp Allan AllanP…¹ Total Overa…²
   <dbl> <chr> <chr> <dbl>     <dbl> <dbl>    <dbl> <dbl>    <dbl> <dbl>   <dbl>
 1  2000 M     AL       27     0.529    24    0.471     0   0         51 0.0123 
 2  2000 M     AR       12     0.4      18    0.6       0   0         30 0.00723
 3  2000 M     AZ       22     0.186    85    0.720    11   0.0932   118 0.0285 
 4  2000 M     CA      176     0.199   579    0.653   131   0.148    886 0.214  
 5  2000 M     CO       14     0.2      51    0.729     5   0.0714    70 0.0169 
 6  2000 M     CT       12     0.462    14    0.538     0   0         26 0.00627
 7  2000 M     DC        0     0         6    1         0   0          6 0.00145
 8  2000 M     FL       78     0.375    97    0.466    33   0.159    208 0.0502 
 9  2000 M     GA       42     0.333    79    0.627     5   0.0397   126 0.0304 
10  2000 M     HI        7     0.467     8    0.533     0   0         15 0.00362
# … with 33 more rows, and abbreviated variable names ¹​AllanProp, ²​OverallProp
Code
allan |>
  knitr::kable(format = "html",
               col.names = c("Year", 
                             "Sex", 
                             "State", 
                             "Allen", 
                             "Allen Proportion in State", 
                             "Alan", 
                             "Alan Proportion in State", 
                             "Allan", 
                             "Allan Proportion in State", 
                             "Total", 
                             "Overall State Proportion in Year"),
               caption = "Summary of Frequency and Proportion of 'Allen', 'Allan, and 'Allan' in Each State") |>
  kableExtra::kable_classic(html_font = "Arial") |>
  kableExtra::kable_styling(bootstrap_options = "striped")
Summary of Frequency and Proportion of 'Allen', 'Allan, and 'Allan' in Each State
Year Sex State Allen Allen Proportion in State Alan Alan Proportion in State Allan Allan Proportion in State Total Overall State Proportion in Year
2000 M AL 27 0.5294118 24 0.4705882 0 0.0000000 51 0.0122980
2000 M AR 12 0.4000000 18 0.6000000 0 0.0000000 30 0.0072341
2000 M AZ 22 0.1864407 85 0.7203390 11 0.0932203 118 0.0284543
2000 M CA 176 0.1986456 579 0.6534989 131 0.1478555 886 0.2136484
2000 M CO 14 0.2000000 51 0.7285714 5 0.0714286 70 0.0168797
2000 M CT 12 0.4615385 14 0.5384615 0 0.0000000 26 0.0062696
2000 M DC 0 0.0000000 6 1.0000000 0 0.0000000 6 0.0014468
2000 M FL 78 0.3750000 97 0.4663462 33 0.1586538 208 0.0501567
2000 M GA 42 0.3333333 79 0.6269841 5 0.0396825 126 0.0303834
2000 M HI 7 0.4666667 8 0.5333333 0 0.0000000 15 0.0036171
2000 M IA 9 0.4285714 12 0.5714286 0 0.0000000 21 0.0050639
2000 M ID 6 0.4285714 8 0.5714286 0 0.0000000 14 0.0033759
2000 M IL 60 0.3191489 114 0.6063830 14 0.0744681 188 0.0453340
2000 M IN 25 0.3289474 38 0.5000000 13 0.1710526 76 0.0183265
2000 M KS 10 0.4166667 14 0.5833333 0 0.0000000 24 0.0057873
2000 M KY 15 0.5357143 13 0.4642857 0 0.0000000 28 0.0067519
2000 M LA 30 0.5660377 18 0.3396226 5 0.0943396 53 0.0127803
2000 M MA 16 0.2711864 35 0.5932203 8 0.1355932 59 0.0142272
2000 M MD 15 0.3947368 23 0.6052632 0 0.0000000 38 0.0091633
2000 M ME 0 0.0000000 7 1.0000000 0 0.0000000 7 0.0016880
2000 M MI 64 0.4740741 55 0.4074074 16 0.1185185 135 0.0325537
2000 M MN 28 0.5283019 25 0.4716981 0 0.0000000 53 0.0127803
2000 M MO 26 0.4814815 20 0.3703704 8 0.1481481 54 0.0130215
2000 M MS 19 0.7037037 8 0.2962963 0 0.0000000 27 0.0065107
2000 M NC 56 0.3943662 70 0.4929577 16 0.1126761 142 0.0342416
2000 M NE 0 0.0000000 7 1.0000000 0 0.0000000 7 0.0016880
2000 M NH 0 0.0000000 5 1.0000000 0 0.0000000 5 0.0012057
2000 M NJ 28 0.2718447 66 0.6407767 9 0.0873786 103 0.0248372
2000 M NM 9 0.3103448 20 0.6896552 0 0.0000000 29 0.0069930
2000 M NV 10 0.2127660 29 0.6170213 8 0.1702128 47 0.0113335
2000 M NY 80 0.3149606 131 0.5157480 43 0.1692913 254 0.0612491
2000 M OH 79 0.5163399 64 0.4183007 10 0.0653595 153 0.0368941
2000 M OK 16 0.4705882 18 0.5294118 0 0.0000000 34 0.0081987
2000 M OR 14 0.4117647 20 0.5882353 0 0.0000000 34 0.0081987
2000 M PA 56 0.4705882 51 0.4285714 12 0.1008403 119 0.0286954
2000 M RI 0 0.0000000 6 1.0000000 0 0.0000000 6 0.0014468
2000 M SC 22 0.5945946 15 0.4054054 0 0.0000000 37 0.0089221
2000 M TN 37 0.4933333 33 0.4400000 5 0.0666667 75 0.0180854
2000 M TX 105 0.1962617 381 0.7121495 49 0.0915888 535 0.1290089
2000 M UT 12 0.4444444 15 0.5555556 0 0.0000000 27 0.0065107
2000 M VA 36 0.4000000 42 0.4666667 12 0.1333333 90 0.0217024
2000 M WA 27 0.3375000 43 0.5375000 10 0.1250000 80 0.0192911
2000 M WI 19 0.3333333 26 0.4561404 12 0.2105263 57 0.0137449
Code
allan_ca_pa <- allan |>
  filter(State %in% c("CA", "PA")) |>
  print()
# A tibble: 2 × 11
   Year Sex   State Allen AllenProp  Alan AlanProp Allan AllanProp Total Overa…¹
  <dbl> <chr> <chr> <dbl>     <dbl> <dbl>    <dbl> <dbl>     <dbl> <dbl>   <dbl>
1  2000 M     CA      176     0.199   579    0.653   131     0.148   886  0.214 
2  2000 M     PA       56     0.471    51    0.429    12     0.101   119  0.0287
# … with abbreviated variable name ¹​OverallProp
Code
allan_ca_pa |>
  knitr::kable(format = "html",
               col.names = c("Year", 
                             "Sex", 
                             "State", 
                             "Allen", 
                             "Allen Proportion in State", 
                             "Alan", 
                             "Alan Proportion in State", 
                             "Allan", 
                             "Allan Proportion in State", 
                             "Total", 
                             "Overall State Proportion in Year"),
               caption = "Summary of Frequency and Proportion of 'Allen', 'Allan, and 'Allan' in California and Pennsylvania",
               digits = 3) |>
  kableExtra::kable_classic(html_font = "Cambria") |>
  kableExtra::kable_styling(bootstrap_options = "striped", 
                            position = "left")
Summary of Frequency and Proportion of 'Allen', 'Allan, and 'Allan' in California and Pennsylvania
Year Sex State Allen Allen Proportion in State Alan Alan Proportion in State Allan Allan Proportion in State Total Overall State Proportion in Year
2000 M CA 176 0.199 579 0.653 131 0.148 886 0.214
2000 M PA 56 0.471 51 0.429 12 0.101 119 0.029